OAK vs. TOR

Load packages:

library(tidyverse)
library(readr)
library(baseballr)
library(plotly)
library(CalledStrike)
library(knitr)
library(kableExtra)
library(rpart)

Load data:

# filter out columns with majority NAs, or variables not needed for this analysis
clean <- OAK_TOR %>% 
  dplyr::select(pitch_type:pitcher...8, description, zone:type, balls:plate_z, outs_when_up:inning_topbot, sz_top, sz_bot, effective_speed, release_spin_rate, 
                game_pk, release_pos_y, at_bat_number:post_bat_score, spin_axis:delta_run_exp)

# add an id for each observation
clean <- clean %>% 
  mutate(id = 1:277)

# filter to pitches of interest and add in sz_l and sz_r
OAK_TOR_filtered <- clean %>% 
  filter(description %in% c("ball", "blocked_ball", "called_strike")) %>% 
  mutate(sz_l = -8.5/12, sz_r = 8.5/12)

Finding the incorrect calls:

long <- OAK_TOR_filtered %>% 
  mutate(new_sz_top = sz_top + b_rad,
         new_sz_bot = sz_bot - b_rad,
         new_sz_l = sz_l - b_rad,
         new_sz_r = sz_r + b_rad)
long <- long %>% 
  dplyr::select(-c(game_year:pfx_z))

calc_long <- long %>% 
  mutate(true = case_when(plate_z > new_sz_top | plate_z < new_sz_bot ~ "ball",
                          plate_x > new_sz_r | plate_x < new_sz_l ~ "ball",
                          TRUE ~ "strike"))
table(calc_long$true)

## 
##   ball strike 
##    115     45

graph <- calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = true)) +
  geom_point() +
  labs(title = "Call result from the code") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
graph

#ggplotly(graph)

calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = type)) +
  geom_point() +
  labs(title = "Umpire's call") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

identify <- calc_long %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify$call)

## 
## fail pass 
##   29  131

All pitches that were called_strike, ball, and blocked_ball

fill <- which(identify$call == "fail")

identify %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  row_spec(fill, background = "skyblue") %>% 
  scroll_box(height = "500px", width = "100%")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	sz_l	sz_r	new_sz_top	new_sz_bot	new_sz_l	new_sz_r	true	call
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	89.5	2.25	6.04	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	1	0	1.30	2.14	0	1	Top	3.40	1.57	89.1	2104	661759	54.03	1	2	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.063	2	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	-0.7083333	0.7083333	3.440833	1.339167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	89.5	2.19	6.08	Ryu, Hyun Jin	640461	547943	called_strike	5	R	R	L	TOR	OAK	S	3	0	-0.21	2.27	0	1	Top	3.47	1.52	89.0	2061	661759	54.10	1	4	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.076	4	-0.7083333	0.7083333	3.590833	1.399167	-0.8291667	0.8291667	strike	pass
FC	4/16/2022	86.1	2.11	6.11	Ryu, Hyun Jin	462101	547943	called_strike	1	R	R	L	TOR	OAK	S	0	1	-0.52	3.24	1	1	Top	3.29	1.38	86.1	2007	661759	54.13	2	2	Cutter	0	0	0	0	0	0	0	156	0.000	-0.031	7	-0.7083333	0.7083333	3.410833	1.259167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	90.2	2.14	6.02	Ryu, Hyun Jin	476704	547943	called_strike	3	R	R	L	TOR	OAK	S	0	0	0.66	2.99	2	1	Top	3.51	1.60	90.2	1993	661759	54.03	3	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.017	9	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	78.7	2.40	5.86	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2.14	2.89	2	1	Top	3.45	1.46	78.6	1488	661759	54.13	3	2	Changeup	0	0	0	0	0	0	0	117	0.000	0.011	10	-0.7083333	0.7083333	3.570833	1.339167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	91.8	-1.88	6.13	Blackburn, Paul	606132	621112	called_strike	7	R	L	R	TOR	OAK	S	0	0	-0.53	1.71	0	1	Bot	3.49	1.63	91.5	1995	661759	54.34	4	1	Sinker	0	0	0	0	0	0	0	211	0.000	-0.034	13	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	92.8	-1.77	5.99	Blackburn, Paul	665489	621112	ball	13	R	R	R	TOR	OAK	B	0	0	-0.89	1.36	1	1	Bot	3.75	1.63	92.6	1949	661759	54.28	6	1	Sinker	0	0	0	0	0	0	0	208	0.000	0.007	18	-0.7083333	0.7083333	3.870833	1.509167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	fail
SI	4/16/2022	92.9	-1.72	6.01	Blackburn, Paul	666971	621112	called_strike	4	R	R	R	TOR	OAK	S	1	0	-0.34	2.61	1	1	Bot	3.37	1.60	92.8	1971	661759	54.29	7	2	Sinker	1	0	1	0	0	1	1	211	-0.034	-0.058	21	-0.7083333	0.7083333	3.490833	1.479167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	68.5	2.00	6.36	Ryu, Hyun Jin	669221	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.20	3.67	0	2	Top	3.40	1.54	67.7	2379	661759	54.34	8	1	Curveball	1	0	0	1	0	1	0	321	0.000	0.033	23	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	79.6	2.35	5.95	Ryu, Hyun Jin	675656	547943	blocked_ball	14	R	R	L	TOR	OAK	B	0	1	0.09	0.48	0	2	Top	3.43	1.57	79.9	1404	661759	53.81	10	2	Changeup	1	1	1	1	1	1	1	124	0.000	0.047	27	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	88.0	2.13	6.07	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.97	2.83	0	2	Top	3.70	1.79	88.3	2015	661759	53.94	11	1	4-Seam Fastball	1	2	2	1	2	1	2	135	0.000	0.055	30	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	87.5	2.04	5.99	Ryu, Hyun Jin	665506	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.16	1.97	0	2	Top	3.47	1.49	87.9	1932	661759	53.90	12	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.047	34	-0.7083333	0.7083333	3.590833	1.369167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	87.9	1.95	6.07	Ryu, Hyun Jin	623515	547943	called_strike	2	R	R	L	TOR	OAK	S	0	0	-0.12	3.33	1	2	Top	3.51	1.57	87.9	1963	661759	54.04	13	1	4-Seam Fastball	1	3	3	1	3	1	3	136	0.000	-0.043	36	-0.7083333	0.7083333	3.630833	1.449167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	71.9	1.89	6.18	Ryu, Hyun Jin	623515	547943	blocked_ball	13	R	R	L	TOR	OAK	B	0	1	-1.67	0.31	1	2	Top	3.47	1.60	71.5	2613	661759	54.00	13	2	Curveball	1	3	3	1	3	1	3	328	0.000	0.029	37	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	85.3	2.02	6.03	Ryu, Hyun Jin	640461	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-1.18	2.05	2	2	Top	3.47	1.60	85.9	2004	661759	53.86	14	1	Cutter	1	3	3	1	3	1	3	155	0.000	0.037	39	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	80.8	-1.71	6.12	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.39	1.06	0	2	Bot	3.37	1.57	80.3	2550	661759	54.35	15	2	Slider	1	3	1	3	3	1	1	26	0.000	0.025	43	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.7	-1.63	5.97	Blackburn, Paul	656305	621112	ball	13	R	R	R	TOR	OAK	B	1	1	-0.50	1.35	0	2	Bot	3.48	1.54	92.9	1851	661759	54.16	15	3	Sinker	1	3	1	3	3	1	1	208	0.000	0.049	44	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.7	-1.65	6.19	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	2	1	0.00	0.72	0	2	Bot	3.45	1.63	87.8	1909	661759	54.06	15	4	Changeup	1	3	1	3	3	1	1	220	0.000	0.114	45	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	93.3	-1.56	6.01	Blackburn, Paul	656305	621112	called_strike	9	R	R	R	TOR	OAK	S	3	1	0.78	1.60	0	2	Bot	3.53	1.68	93.5	1963	661759	54.17	15	5	Sinker	1	3	1	3	3	1	1	205	0.000	-0.076	46	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	93.3	-1.70	5.93	Blackburn, Paul	641470	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.36	1.60	1	2	Bot	3.67	1.65	93.3	1950	661759	54.17	16	1	Sinker	1	3	1	3	3	1	1	212	0.000	0.023	49	-0.7083333	0.7083333	3.790833	1.529167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.5	-1.73	6.05	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	1	0	0.59	0.43	1	2	Bot	3.70	1.63	88.7	2030	661759	54.04	16	2	Changeup	1	3	1	3	3	1	1	224	0.000	0.044	50	-0.7083333	0.7083333	3.820833	1.509167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	-0.7083333	0.7083333	3.740833	1.419167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	-0.7083333	0.7083333	3.300833	1.399167	-0.8291667	0.8291667	ball	fail
FC	4/16/2022	87.7	-1.52	6.09	Blackburn, Paul	672386	621112	ball	12	R	R	R	TOR	OAK	B	0	1	0.37	3.76	1	2	Bot	3.26	1.49	87.4	2562	661759	54.42	17	2	Cutter	1	3	1	3	3	1	1	159	0.000	0.031	55	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.3	-1.65	6.07	Blackburn, Paul	672386	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.92	0.84	1	2	Bot	3.26	1.46	87.3	1948	661759	54.12	17	3	Changeup	1	3	1	3	3	1	1	218	0.000	0.073	56	-0.7083333	0.7083333	3.380833	1.339167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	-0.7083333	0.7083333	3.610833	1.489167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.3	-1.55	6.09	Blackburn, Paul	669289	621112	ball	11	R	R	R	TOR	OAK	B	0	1	-1.09	2.81	2	2	Bot	3.59	1.60	92.5	2002	661759	54.18	18	2	Sinker	1	3	1	3	3	1	1	206	0.000	0.026	59	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.7	-1.44	6.00	Blackburn, Paul	669289	621112	called_strike	3	R	R	R	TOR	OAK	S	1	1	0.68	3.06	2	2	Bot	3.48	1.57	92.5	2157	661759	54.14	18	3	4-Seam Fastball	1	3	1	3	3	1	1	211	0.000	-0.051	60	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	87.6	2.25	6.02	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	0	0	1.34	2.39	0	3	Top	3.32	1.41	87.7	1903	661759	53.99	19	1	4-Seam Fastball	1	3	3	1	3	1	3	134	0.000	0.033	62	-0.7083333	0.7083333	3.440833	1.289167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	70.2	1.97	6.26	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	1	0	0.71	3.66	0	3	Top	3.10	1.35	69.7	2489	661759	54.16	19	2	Curveball	1	3	3	1	3	1	3	319	0.000	0.063	63	-0.7083333	0.7083333	3.220833	1.229167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.0	2.08	6.06	Ryu, Hyun Jin	462101	547943	ball	11	R	R	L	TOR	OAK	B	2	1	-1.42	2.85	0	3	Top	3.29	1.41	86.4	1973	661759	53.95	19	4	Cutter	1	3	3	1	3	1	3	150	0.000	0.114	65	-0.7083333	0.7083333	3.410833	1.289167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	89.1	2.04	5.92	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	1.39	2.54	1	3	Top	3.45	1.54	89.8	1926	661759	53.92	20	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.016	68	-0.7083333	0.7083333	3.570833	1.419167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	71.8	1.86	6.18	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.77	1.37	1	3	Top	3.45	1.60	71.3	2538	661759	54.10	21	1	Curveball	1	3	3	1	3	1	3	324	0.000	0.042	70	-0.7083333	0.7083333	3.570833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	84.8	1.97	6.14	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	1	0	-1.32	2.01	1	3	Top	3.49	1.60	85.3	1963	661759	53.87	21	2	Cutter	1	3	3	1	3	1	3	157	0.000	0.080	71	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	-0.7083333	0.7083333	3.570833	1.589167	-0.8291667	0.8291667	ball	fail
FC	4/16/2022	87.2	-1.64	6.09	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	0	1	1.03	3.87	0	3	Bot	3.67	1.74	87.5	2543	661759	54.37	24	2	Cutter	1	5	1	5	5	1	1	153	0.000	0.025	76	-0.7083333	0.7083333	3.790833	1.619167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.0	-1.60	6.05	Blackburn, Paul	605548	621112	ball	14	R	L	R	TOR	OAK	B	1	1	0.26	1.19	0	3	Bot	3.70	1.79	88.1	1962	661759	54.19	24	3	Changeup	1	5	1	5	5	1	1	219	0.000	0.049	77	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.5	-1.73	5.93	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.06	2.53	1	3	Bot	3.53	1.63	91.6	2026	661759	54.20	25	1	Sinker	1	5	1	5	5	1	1	215	0.000	0.023	80	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	80.6	-1.72	5.88	Blackburn, Paul	666182	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.34	1.78	2	3	Bot	3.73	1.71	80.1	2702	661759	54.24	26	2	Slider	1	5	1	5	5	1	1	40	0.000	0.011	83	-0.7083333	0.7083333	3.850833	1.589167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	-0.7083333	0.7083333	3.780833	1.599167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	88.1	2.01	5.92	Ryu, Hyun Jin	542194	547943	called_strike	8	R	R	L	TOR	OAK	S	0	0	-0.08	1.71	0	4	Top	3.62	1.71	88.4	1913	661759	53.83	27	1	4-Seam Fastball	1	5	5	1	5	1	5	135	0.000	-0.034	86	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	strike	pass
FC	4/16/2022	84.1	2.10	6.01	Ryu, Hyun Jin	542194	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.52	2.71	0	4	Top	3.73	1.74	84.8	1917	661759	53.97	27	2	Cutter	1	5	5	1	5	1	5	156	0.000	0.025	87	-0.7083333	0.7083333	3.850833	1.619167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.6	2.06	6.05	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	1	1	0.19	4.65	0	4	Top	3.78	1.79	87.1	1984	661759	53.96	27	3	Cutter	1	5	5	1	5	1	5	149	0.000	0.049	88	-0.7083333	0.7083333	3.900833	1.669167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	71.6	1.91	6.13	Ryu, Hyun Jin	665506	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.60	0.49	1	4	Top	3.47	1.63	71.3	2647	661759	54.08	28	1	Curveball	1	5	5	1	5	1	5	326	0.000	0.023	90	-0.7083333	0.7083333	3.590833	1.509167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	90.0	2.09	5.83	Ryu, Hyun Jin	623515	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.00	0.92	2	4	Top	3.47	1.57	90.1	2030	661759	53.85	29	1	4-Seam Fastball	1	5	5	1	5	1	5	133	0.000	0.015	93	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	80.1	-1.76	5.98	Blackburn, Paul	666971	621112	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.32	2.64	1	4	Bot	3.59	1.71	79.5	2602	661759	54.40	31	1	Slider	1	5	1	5	5	1	1	41	0.000	-0.024	97	-0.7083333	0.7083333	3.710833	1.589167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	91.6	-1.55	5.99	Blackburn, Paul	666971	621112	ball	13	R	R	R	TOR	OAK	B	0	1	-1.39	0.63	1	4	Bot	3.55	1.65	91.3	2066	661759	54.18	31	2	Sinker	1	5	1	5	5	1	1	208	0.000	0.016	98	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.8	-1.55	5.96	Blackburn, Paul	666971	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.01	0.42	1	4	Bot	3.48	1.68	92.9	2066	661759	54.16	31	3	Sinker	1	5	1	5	5	1	1	221	0.000	0.033	99	-0.7083333	0.7083333	3.600833	1.559167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	80.3	-1.46	6.08	Blackburn, Paul	656305	621112	blocked_ball	14	R	R	R	TOR	OAK	B	0	1	0.80	0.65	1	4	Bot	3.37	1.57	79.7	2821	661759	54.23	32	2	Curveball	1	5	1	5	5	1	1	25	0.000	0.031	102	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.3	-1.54	6.12	Blackburn, Paul	641470	621112	called_strike	5	R	L	R	TOR	OAK	S	0	0	-0.07	3.00	1	4	Bot	3.64	1.68	87.1	1898	661759	54.25	33	1	Changeup	1	5	1	5	5	1	1	215	0.000	-0.081	104	-0.7083333	0.7083333	3.760833	1.559167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	86.6	-1.67	6.06	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	0	1	0.38	1.02	1	4	Bot	3.67	1.60	86.7	1809	661759	54.06	33	2	Changeup	1	5	1	5	5	1	1	220	0.000	0.055	105	-0.7083333	0.7083333	3.790833	1.479167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.3	-1.50	6.13	Blackburn, Paul	641470	621112	ball	11	R	L	R	TOR	OAK	B	1	1	-1.18	4.37	1	4	Bot	3.70	1.68	91.3	1976	661759	54.18	33	3	Sinker	1	5	1	5	5	1	1	211	0.000	0.072	106	-0.7083333	0.7083333	3.820833	1.559167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	79.6	-1.64	5.96	Blackburn, Paul	672386	621112	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.29	2.87	1	4	Bot	3.23	1.46	79.2	2639	661759	54.28	34	1	Slider	2	5	2	5	5	2	2	45	0.000	-0.081	110	-0.7083333	0.7083333	3.350833	1.339167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	-0.7083333	0.7083333	3.360833	1.369167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	91.4	-0.80	5.87	Thornton, Trent	462101	663423	ball	11	R	R	R	TOR	OAK	B	0	0	-1.58	3.71	0	5	Top	3.18	1.43	91.1	2142	661759	54.43	36	1	Sinker	2	5	5	2	5	2	5	199	0.000	0.059	114	-0.7083333	0.7083333	3.300833	1.309167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.5	-0.77	5.82	Thornton, Trent	462101	663423	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.65	2.52	0	5	Top	3.18	1.35	93.1	2305	661759	54.41	36	2	4-Seam Fastball	2	5	5	2	5	2	5	204	0.000	-0.074	115	-0.7083333	0.7083333	3.300833	1.229167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	93.4	-0.82	5.75	Thornton, Trent	476704	663423	ball	13	R	L	R	TOR	OAK	B	0	0	-0.20	0.47	2	5	Top	3.53	1.65	92.8	2226	661759	54.31	37	1	4-Seam Fastball	2	5	5	2	5	2	5	202	0.000	0.015	117	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	78.6	-0.76	5.96	Thornton, Trent	476704	663423	ball	14	R	L	R	TOR	OAK	B	1	0	0.82	0.90	2	5	Top	3.45	1.57	77.8	3001	661759	54.62	37	2	Curveball	2	5	5	2	5	2	5	25	0.000	0.023	118	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.2	-0.61	5.77	Thornton, Trent	476704	663423	called_strike	4	R	L	R	TOR	OAK	S	2	0	-0.40	2.30	2	5	Top	3.48	1.65	91.8	2416	661759	54.35	37	3	4-Seam Fastball	2	5	5	2	5	2	5	205	0.000	-0.023	119	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	86.6	-1.65	6.08	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	0	0	0.08	0.92	0	5	Bot	3.51	1.54	86.9	1884	661759	54.12	38	1	Changeup	2	5	2	5	5	2	2	218	0.000	0.033	121	-0.7083333	0.7083333	3.630833	1.419167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	85.4	-1.52	6.09	Blackburn, Paul	669289	621112	called_strike	9	R	R	R	TOR	OAK	S	1	0	0.73	1.78	0	5	Bot	3.53	1.60	85.7	2595	661759	54.24	38	2	Cutter	2	5	2	5	5	2	2	129	0.000	-0.043	122	-0.7083333	0.7083333	3.650833	1.479167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	93.1	-1.43	5.94	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	1	2	2.30	2.24	0	5	Bot	3.48	1.54	93.2	2233	661759	54.13	38	4	Sinker	2	5	2	5	5	2	2	205	0.000	0.037	124	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.0	-1.63	6.07	Blackburn, Paul	605548	621112	ball	11	R	L	R	TOR	OAK	B	0	0	-1.53	2.85	1	5	Bot	3.73	1.76	86.9	1920	661759	54.25	39	1	Changeup	2	5	2	5	5	2	2	212	0.000	0.023	126	-0.7083333	0.7083333	3.850833	1.639167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.0	-1.73	5.88	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	1	2	0.20	4.91	1	5	Bot	3.73	1.79	91.7	2268	661759	54.21	39	4	4-Seam Fastball	2	5	2	5	5	2	2	213	0.000	0.023	129	-0.7083333	0.7083333	3.850833	1.669167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	80.4	-1.71	5.84	Blackburn, Paul	605548	621112	called_strike	14	R	L	R	TOR	OAK	S	2	2	0.61	1.67	1	5	Bot	3.75	1.79	79.7	2764	661759	54.23	39	5	Slider	2	5	2	5	5	2	2	38	-0.016	-0.134	130	-0.7083333	0.7083333	3.870833	1.669167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	-0.7083333	0.7083333	3.610833	1.639167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	77.9	-1.98	5.84	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	1	-1.60	1.98	2	5	Bot	3.53	1.63	77.0	2709	661759	54.43	40	2	Slider	2	5	2	5	5	2	2	42	0.000	0.011	132	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	85.8	-1.61	5.91	Blackburn, Paul	606132	621112	ball	12	R	L	R	TOR	OAK	B	1	1	1.19	3.71	2	5	Bot	3.51	1.68	85.8	2602	661759	54.28	40	3	Cutter	2	5	2	5	5	2	2	126	0.000	0.021	133	-0.7083333	0.7083333	3.630833	1.559167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.0	-1.61	6.06	Blackburn, Paul	606132	621112	ball	14	R	L	R	TOR	OAK	B	2	1	1.53	0.56	2	5	Bot	3.48	1.74	87.0	1914	661759	54.21	40	4	Changeup	2	5	2	5	5	2	2	219	0.000	0.039	134	-0.7083333	0.7083333	3.600833	1.619167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.2	-0.60	5.86	Thornton, Trent	641914	663423	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.33	3.20	1	6	Top	3.37	1.49	93.0	2357	661759	54.47	42	1	4-Seam Fastball	2	5	5	2	5	2	5	196	0.000	-0.024	138	-0.7083333	0.7083333	3.490833	1.369167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	92.9	-0.76	5.83	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	0	2	0.94	2.03	1	6	Top	3.45	1.57	92.8	2463	661759	54.32	42	3	4-Seam Fastball	2	5	5	2	5	2	5	198	0.000	0.011	140	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	82.3	-1.47	5.31	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	1	2	2.36	1.56	1	6	Top	3.48	1.57	81.6	2916	661759	54.51	42	4	Slider	2	5	5	2	5	2	5	71	0.000	0.023	141	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	-0.7083333	0.7083333	3.330833	1.309167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	82.0	-1.27	5.38	Thornton, Trent	675656	663423	ball	14	R	R	R	TOR	OAK	B	0	2	1.86	1.55	2	6	Top	3.37	1.54	81.6	3015	661759	54.41	43	3	Slider	2	5	5	2	5	2	5	60	0.000	0.011	146	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	94.3	-1.78	5.66	Acevedo, Domingo	666182	642758	ball	12	R	R	R	TOR	OAK	B	0	0	1.21	2.68	0	6	Bot	3.73	1.63	92.5	2200	661759	55.01	44	1	4-Seam Fastball	2	5	2	5	5	2	2	229	0.000	0.033	148	-0.7083333	0.7083333	3.850833	1.509167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	-0.7083333	0.7083333	3.780833	1.569167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.9	-1.74	5.64	Acevedo, Domingo	665489	642758	ball	12	R	R	R	TOR	OAK	B	0	0	0.91	4.43	1	6	Bot	3.70	1.65	92.0	2195	661759	55.03	45	1	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	0.023	151	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	88.1	-2.14	5.69	Acevedo, Domingo	666971	642758	called_strike	8	R	R	R	TOR	OAK	S	0	0	-0.19	1.99	2	6	Bot	3.55	1.63	86.5	2141	661759	55.27	46	1	Slider	2	5	2	5	5	2	2	247	0.000	-0.017	154	-0.7083333	0.7083333	3.670833	1.509167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	93.6	-1.86	5.59	Acevedo, Domingo	666971	642758	ball	13	R	R	R	TOR	OAK	B	0	1	-1.29	2.51	2	6	Bot	3.55	1.68	92.1	2178	661759	54.94	46	2	4-Seam Fastball	2	5	2	5	5	2	2	235	0.000	0.011	155	-0.7083333	0.7083333	3.670833	1.559167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.3	-1.68	5.49	Acevedo, Domingo	666971	642758	ball	12	R	R	R	TOR	OAK	B	1	1	1.57	3.12	2	6	Bot	3.51	1.63	91.0	2249	661759	55.33	46	3	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.021	156	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.2	-1.86	5.47	Acevedo, Domingo	666971	642758	ball	11	R	R	R	TOR	OAK	B	2	1	-0.60	3.72	2	6	Bot	3.55	1.74	91.8	2126	661759	54.90	46	4	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.039	157	-0.7083333	0.7083333	3.670833	1.619167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.4	-1.62	5.51	Acevedo, Domingo	666971	642758	called_strike	6	R	R	R	TOR	OAK	S	3	1	0.66	2.47	2	6	Bot	3.55	1.65	90.1	2212	661759	55.29	46	5	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	-0.036	158	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	85.5	-2.09	5.91	Acevedo, Domingo	672386	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	-0.24	2.54	2	6	Bot	3.26	1.49	83.9	2154	661759	55.18	49	1	Slider	5	5	5	5	5	5	5	242	0.000	-0.017	162	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	92.6	-1.84	5.69	Acevedo, Domingo	669289	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.03	2.51	2	6	Bot	3.51	1.52	90.8	2147	661759	55.03	50	1	4-Seam Fastball	5	5	5	5	5	5	5	231	0.000	-0.035	164	-0.7083333	0.7083333	3.630833	1.399167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	85.9	-1.82	5.95	Acevedo, Domingo	669289	642758	ball	14	R	R	R	TOR	OAK	B	0	1	0.10	0.83	2	6	Bot	3.43	1.57	84.7	1955	661759	54.82	50	2	Changeup	5	5	5	5	5	5	5	247	0.000	0.026	165	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	86.9	-2.16	5.82	Acevedo, Domingo	669289	642758	ball	13	R	R	R	TOR	OAK	B	1	1	-1.07	2.22	2	6	Bot	3.45	1.57	85.6	2049	661759	55.11	50	3	Slider	5	5	5	5	5	5	5	244	0.000	0.029	166	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	82.5	-1.51	6.28	Grimm, Justin	605548	518748	ball	14	R	L	R	TOR	OAK	B	0	1	1.72	2.39	2	6	Bot	3.67	1.68	83.0	2195	661759	53.60	51	2	Curveball	5	5	5	5	5	5	5	33	0.000	0.037	169	-0.7083333	0.7083333	3.790833	1.559167	-0.8291667	0.8291667	ball	pass
KC	4/16/2022	79.6	-2.53	6.21	Phelps, David	542194	475479	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.14	2.90	0	7	Top	3.75	1.74	78.1	2505	661759	55.39	52	1	Knuckle Curve	5	5	5	5	5	5	5	42	0.000	-0.034	172	-0.7083333	0.7083333	3.870833	1.619167	-0.8291667	0.8291667	strike	pass
KC	4/16/2022	78.2	-2.46	6.26	Phelps, David	542194	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.50	0.44	0	7	Top	3.62	1.71	76.3	2554	661759	55.44	52	3	Knuckle Curve	5	5	5	5	5	5	5	30	0.000	0.017	174	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	89.4	-2.46	6.20	Phelps, David	542194	475479	ball	13	R	R	R	TOR	OAK	B	1	2	-0.33	1.41	0	7	Top	3.48	1.65	88.1	2403	661759	55.31	52	4	Cutter	5	5	5	5	5	5	5	208	0.000	0.037	175	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	93.6	-2.35	6.13	Phelps, David	665506	475479	called_strike	8	R	R	R	TOR	OAK	S	0	1	-0.25	1.60	1	7	Top	3.47	1.57	91.9	2182	661759	55.12	53	2	Sinker	5	5	5	5	5	5	5	212	0.000	-0.031	178	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	strike	pass
KC	4/16/2022	80.3	-2.46	6.17	Phelps, David	665506	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.16	0.98	1	7	Top	3.47	1.57	78.8	2615	661759	55.41	53	5	Knuckle Curve	5	5	5	5	5	5	5	29	0.000	0.011	181	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass
KC	4/16/2022	81.3	-2.59	6.17	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	0	0	-0.28	1.13	2	7	Top	3.56	1.65	79.6	2605	661759	55.39	54	1	Knuckle Curve	5	5	5	5	5	5	5	35	0.000	0.015	183	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	pass
KC	4/16/2022	80.1	-2.67	6.24	Phelps, David	664913	475479	ball	11	R	L	R	TOR	OAK	B	1	0	-0.91	3.67	2	7	Top	3.51	1.60	78.4	2581	661759	55.48	54	2	Knuckle Curve	5	5	5	5	5	5	5	39	0.000	0.023	184	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	89.1	-2.58	6.14	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	2	0	-0.10	1.09	2	7	Top	3.64	1.60	87.6	2426	661759	55.32	54	3	Cutter	5	5	5	5	5	5	5	194	0.000	0.042	185	-0.7083333	0.7083333	3.760833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.2	-1.76	6.27	Grimm, Justin	606132	518748	called_strike	1	R	L	R	TOR	OAK	S	0	0	-0.51	3.20	0	7	Bot	3.49	1.71	92.5	2176	661759	53.74	55	1	4-Seam Fastball	5	5	5	5	5	5	5	210	0.000	-0.034	188	-0.7083333	0.7083333	3.610833	1.589167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	83.9	-1.96	6.06	Grimm, Justin	606132	518748	ball	14	R	L	R	TOR	OAK	B	0	2	2.50	0.51	0	7	Bot	3.49	1.60	83.9	2506	661759	53.71	55	3	Curveball	5	5	5	5	5	5	5	37	0.000	0.017	190	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	-0.7083333	0.7083333	3.820833	1.589167	-0.8291667	0.8291667	ball	fail
CU	4/16/2022	83.6	-1.86	6.12	Grimm, Justin	665489	518748	ball	14	R	R	R	TOR	OAK	B	0	1	1.47	0.75	2	7	Bot	3.59	1.60	83.5	2464	661759	53.78	57	2	Curveball	5	5	5	5	5	5	5	40	0.000	0.011	194	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	-0.7083333	0.7083333	3.380833	1.259167	-0.8291667	0.8291667	strike	fail
CU	4/16/2022	79.7	-2.82	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	0	1	0.84	0.87	1	8	Top	3.29	1.35	78.3	2749	661759	54.89	59	2	Curveball	5	5	5	5	5	5	5	56	0.000	0.016	200	-0.7083333	0.7083333	3.410833	1.229167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	81.0	-2.85	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	1	1	1.01	0.94	1	8	Top	3.34	1.38	79.8	2662	661759	54.82	59	3	Curveball	5	5	5	5	5	5	5	83	0.000	0.033	201	-0.7083333	0.7083333	3.460833	1.259167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	93.6	-2.77	5.09	Garcia, Yimi	462101	554340	ball	13	R	R	R	TOR	OAK	B	2	2	-0.27	0.63	1	8	Top	3.40	1.41	92.3	2210	661759	54.60	59	5	Sinker	5	5	5	5	5	5	5	226	0.000	0.073	203	-0.7083333	0.7083333	3.520833	1.289167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	-0.7083333	0.7083333	3.350833	1.289167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	87.6	-2.83	5.17	Garcia, Yimi	476704	554340	ball	14	R	L	R	TOR	OAK	B	0	0	1.42	2.26	1	8	Top	3.59	1.85	86.6	2437	661759	54.83	60	1	Slider	5	5	5	5	5	5	5	199	0.000	0.042	205	-0.7083333	0.7083333	3.710833	1.729167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.9	-2.81	5.17	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	1	0	-1.24	1.37	1	8	Top	3.59	1.74	90.5	2138	661759	54.80	60	2	Sinker	5	5	5	5	5	5	5	225	0.000	0.080	206	-0.7083333	0.7083333	3.710833	1.619167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	93.0	-2.88	5.13	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	2	0	-1.29	2.07	1	8	Top	3.56	1.74	91.7	2179	661759	54.84	60	3	Sinker	5	5	5	5	5	5	5	220	0.000	0.108	207	-0.7083333	0.7083333	3.680833	1.619167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	90.7	-2.65	5.20	Garcia, Yimi	476704	554340	ball	11	R	L	R	TOR	OAK	B	3	0	-1.06	3.10	1	8	Top	3.51	1.63	89.6	2088	661759	54.74	60	4	Sinker	5	5	5	5	5	5	5	230	-0.066	0.150	208	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	94.2	-2.82	5.10	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	0	0	-1.85	2.16	1	8	Top	3.53	1.68	93.3	2192	661759	54.63	61	1	Sinker	5	5	5	5	5	5	5	228	0.000	0.063	209	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	89.4	-2.84	5.12	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	1	0	0.08	2.13	1	8	Top	3.49	1.63	88.7	2455	661759	54.75	61	2	Slider	5	5	5	5	5	5	5	207	0.000	-0.089	210	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	87.1	-2.73	5.22	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	1	1	-0.41	1.29	1	8	Top	3.49	1.68	86.0	1757	661759	54.69	61	3	Changeup	5	5	5	5	5	5	5	246	0.000	0.072	211	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.3	-2.73	5.23	Garcia, Yimi	669221	554340	ball	11	R	R	R	TOR	OAK	B	2	1	-1.60	2.63	1	8	Top	3.49	1.68	90.7	2078	661759	54.91	61	4	Sinker	5	5	5	5	5	5	5	228	-0.107	0.172	212	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	94.6	-2.88	5.00	Garcia, Yimi	669221	554340	called_strike	5	R	R	R	TOR	OAK	S	3	1	0.14	2.78	1	8	Top	3.43	1.63	93.9	2285	661759	54.69	61	5	4-Seam Fastball	5	5	5	5	5	5	5	236	0.000	-0.203	213	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	94.3	-2.86	5.03	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	3	2	-0.18	1.98	1	8	Top	3.43	1.63	93.9	2346	661759	54.61	61	6	4-Seam Fastball	5	5	5	5	5	5	5	229	0.164	-0.680	214	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	-0.7083333	0.7083333	3.300833	1.419167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	-0.7083333	0.7083333	3.520833	1.529167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.6	-0.20	6.61	Jiménez, Dany	666971	666204	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.76	2.90	0	8	Bot	3.48	1.71	80.5	2267	661759	54.87	63	2	Slider	5	5	5	5	5	5	5	115	0.000	-0.043	218	-0.7083333	0.7083333	3.600833	1.589167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.8	-0.27	6.48	Jiménez, Dany	666971	666204	ball	12	R	R	R	TOR	OAK	B	1	2	0.10	5.78	0	8	Bot	3.55	1.60	93.9	2218	661759	54.73	63	4	4-Seam Fastball	5	5	5	5	5	5	5	192	0.000	0.037	220	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	83.3	-0.08	6.44	Jiménez, Dany	666971	666204	ball	14	R	R	R	TOR	OAK	B	2	2	0.91	1.35	0	8	Bot	3.55	1.60	82.7	2370	661759	54.74	63	5	Slider	5	5	5	5	5	5	5	92	0.000	0.103	221	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	82.9	-0.18	6.54	Jiménez, Dany	656305	666204	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.60	2.48	1	8	Bot	3.37	1.57	82.3	2415	661759	54.85	64	1	Slider	5	5	5	5	5	5	5	83	0.000	-0.024	223	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	94.4	0.02	6.45	Jiménez, Dany	656305	666204	ball	12	R	R	R	TOR	OAK	B	0	1	1.26	3.78	1	8	Bot	3.45	1.57	93.6	2191	661759	54.55	64	2	4-Seam Fastball	5	5	5	5	5	5	5	196	0.000	0.016	224	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	82.1	-0.21	6.45	Jiménez, Dany	656305	666204	called_strike	9	R	R	R	TOR	OAK	S	1	1	0.75	1.86	1	8	Bot	3.37	1.54	81.6	2395	661759	54.75	64	3	Slider	5	5	5	5	5	5	5	86	0.000	-0.036	225	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	-0.7083333	0.7083333	3.500833	1.519167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	-0.7083333	0.7083333	3.850833	1.559167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.6	-0.21	6.44	Jiménez, Dany	641470	666204	called_strike	9	R	L	R	TOR	OAK	S	1	0	0.62	2.25	2	8	Bot	3.70	1.65	80.8	2360	661759	54.86	65	2	Slider	5	5	5	5	5	5	5	76	0.000	-0.021	228	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	83.2	-0.01	6.44	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	1	2	0.86	-0.14	2	8	Bot	3.56	1.57	82.9	2290	661759	54.49	65	4	Slider	5	5	5	5	5	5	5	131	0.000	0.014	230	-0.7083333	0.7083333	3.680833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	83.5	-0.23	6.40	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	2	2	1.10	-1.78	2	8	Bot	3.53	1.65	82.3	2252	661759	54.65	65	5	Slider	5	5	5	5	5	5	5	28	0.000	0.033	231	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	81.5	-1.62	6.05	Merryweather, Julian	641856	657240	ball	13	R	L	R	TOR	OAK	B	0	2	-0.99	1.08	0	9	Top	3.29	1.46	82.2	1299	661759	53.89	66	4	Changeup	5	5	5	5	5	5	5	221	0.000	0.017	236	-0.7083333	0.7083333	3.410833	1.339167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	-0.7083333	0.7083333	3.420833	1.489167	-0.8291667	0.8291667	ball	fail
CU	4/16/2022	80.0	-1.79	6.00	Merryweather, Julian	542194	657240	called_strike	1	R	R	R	TOR	OAK	S	0	0	-0.33	3.21	1	9	Top	3.56	1.71	79.9	2347	661759	54.02	67	1	Curveball	5	5	5	5	5	5	5	25	0.000	-0.024	238	-0.7083333	0.7083333	3.680833	1.589167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	80.4	-1.80	5.99	Merryweather, Julian	542194	657240	ball	11	R	R	R	TOR	OAK	B	0	2	-1.14	4.13	1	9	Top	3.49	1.65	80.5	2055	661759	53.97	67	6	Curveball	5	5	5	5	5	5	5	33	0.000	0.011	243	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	97.2	-1.88	5.95	Merryweather, Julian	665506	657240	ball	13	R	R	R	TOR	OAK	B	0	0	-0.11	1.28	1	9	Top	3.51	1.60	97.9	2271	661759	53.76	68	1	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.042	246	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	81.8	-1.78	6.07	Merryweather, Julian	664913	657240	called_strike	9	R	L	R	TOR	OAK	S	0	0	0.31	2.08	1	9	Top	3.41	1.62	82.5	1374	661759	53.77	69	1	Changeup	5	7	7	5	7	5	7	222	0.000	-0.024	248	-0.7083333	0.7083333	3.530833	1.499167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	80.1	-1.86	6.04	Merryweather, Julian	664913	657240	ball	11	R	L	R	TOR	OAK	B	0	1	-1.28	4.49	1	9	Top	3.40	1.54	80.2	1812	661759	54.00	69	2	Curveball	5	7	7	5	7	5	7	27	0.000	0.016	249	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	fail
CH	4/16/2022	81.3	-1.65	6.08	Merryweather, Julian	664913	657240	called_strike	4	R	L	R	TOR	OAK	S	2	1	-0.32	2.45	1	9	Top	3.41	1.54	81.5	1342	661759	53.94	69	4	Changeup	5	7	7	5	7	5	7	222	0.000	-0.046	251	-0.7083333	0.7083333	3.530833	1.419167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	89.0	-1.74	6.02	Merryweather, Julian	640461	657240	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.79	2.37	2	9	Top	3.62	1.65	89.6	2241	661759	53.82	70	1	Slider	5	7	7	5	7	5	7	352	0.000	-0.017	253	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	96.8	-1.33	6.22	Trivino, Lou	672386	642152	ball	12	R	R	R	TOR	OAK	B	0	0	1.06	2.37	0	9	Bot	2.93	1.32	96.4	2059	661759	54.06	71	1	4-Seam Fastball	5	7	5	7	7	5	5	227	0.000	0.033	256	-0.7083333	0.7083333	3.050833	1.199167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	96.7	-1.35	6.11	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	1	0	1.51	2.05	0	9	Bot	3.18	1.40	96.4	1960	661759	54.08	71	2	4-Seam Fastball	5	7	5	7	7	5	5	226	0.000	0.063	257	-0.7083333	0.7083333	3.300833	1.279167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.7	-1.41	6.14	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	2	0	0.96	1.55	0	9	Bot	2.96	1.29	96.4	2113	661759	54.14	71	3	Sinker	5	7	5	7	7	5	5	223	0.000	0.134	258	-0.7083333	0.7083333	3.080833	1.169167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	96.3	-1.38	6.21	Trivino, Lou	672386	642152	called_strike	3	R	R	R	TOR	OAK	S	3	0	0.54	2.75	0	9	Bot	3.04	1.38	95.5	1980	661759	54.30	71	4	4-Seam Fastball	5	7	5	7	7	5	5	219	0.000	-0.076	259	-0.7083333	0.7083333	3.160833	1.259167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	96.9	-1.45	6.16	Trivino, Lou	672386	642152	ball	11	R	R	R	TOR	OAK	B	3	1	-0.64	3.29	0	9	Bot	3.15	1.46	96.7	2081	661759	54.11	71	5	Sinker	5	7	5	7	7	5	5	221	0.090	0.245	260	-0.7083333	0.7083333	3.270833	1.339167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	fail
CH	4/16/2022	87.6	-1.36	6.09	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	0	2	0.83	1.00	0	9	Bot	3.56	1.49	87.7	1851	661759	53.88	72	3	Changeup	5	7	5	7	7	5	5	261	0.000	0.042	263	-0.7083333	0.7083333	3.680833	1.369167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	97.5	-1.33	6.20	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	1	2	0.53	1.46	0	9	Bot	3.59	1.60	97.0	2123	661759	54.24	72	4	Sinker	5	7	5	7	7	5	5	222	0.000	0.085	264	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	93.8	-1.16	6.28	Trivino, Lou	543807	642152	ball	14	R	R	R	TOR	OAK	B	0	0	1.66	2.08	1	9	Bot	3.49	1.51	93.7	2237	661759	54.27	73	1	Cutter	5	7	5	7	7	5	5	212	0.000	0.042	266	-0.7083333	0.7083333	3.610833	1.389167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.4	-1.28	6.23	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	1	1	-0.86	4.10	1	9	Bot	3.49	1.49	96.4	2006	661759	54.28	73	3	Sinker	5	7	5	7	7	5	5	244	0.000	0.073	268	-0.7083333	0.7083333	3.610833	1.369167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.0	-1.52	6.14	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	2	1	-0.99	2.84	1	9	Bot	3.45	1.51	88.0	1660	661759	54.12	73	4	Changeup	5	7	5	7	7	5	5	263	0.000	0.102	269	-0.7083333	0.7083333	3.570833	1.389167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.2	-1.42	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	0	0	-2.18	3.94	2	9	Bot	3.48	1.62	96.0	2023	661759	54.28	74	1	Sinker	5	7	5	7	7	5	5	219	0.002	0.032	272	-0.7083333	0.7083333	3.600833	1.499167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.4	-1.45	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	1	1	-1.55	2.95	2	9	Bot	3.49	1.65	88.0	1701	661759	54.32	74	3	Changeup	5	7	5	7	7	5	5	263	0.000	0.036	274	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass

Only the ones identified as incorrect:

incorrect <- identify %>% 
  filter(call == "fail")
incorrect %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px", width = "100%")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	sz_l	sz_r	new_sz_top	new_sz_bot	new_sz_l	new_sz_r	true	call
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	fail
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	-0.7083333	0.7083333	3.440833	1.339167	-0.8291667	0.8291667	strike	fail
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	fail
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	-0.7083333	0.7083333	3.740833	1.419167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	-0.7083333	0.7083333	3.300833	1.399167	-0.8291667	0.8291667	ball	fail
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	-0.7083333	0.7083333	3.610833	1.489167	-0.8291667	0.8291667	ball	fail
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	-0.7083333	0.7083333	3.570833	1.589167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	-0.7083333	0.7083333	3.780833	1.599167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	-0.7083333	0.7083333	3.360833	1.369167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	-0.7083333	0.7083333	3.610833	1.639167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	-0.7083333	0.7083333	3.330833	1.309167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	-0.7083333	0.7083333	3.780833	1.569167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	-0.7083333	0.7083333	3.820833	1.589167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	-0.7083333	0.7083333	3.380833	1.259167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	-0.7083333	0.7083333	3.350833	1.289167	-0.8291667	0.8291667	strike	fail
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	-0.7083333	0.7083333	3.300833	1.419167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	-0.7083333	0.7083333	3.520833	1.529167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	-0.7083333	0.7083333	3.500833	1.519167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	-0.7083333	0.7083333	3.850833	1.559167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	-0.7083333	0.7083333	3.420833	1.489167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	fail
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	fail

Finding counts of incorrect calls:

incorrect %>% 
  group_by(balls, strikes) %>% 
  summarize(n())

## `summarise()` has grouped output by 'balls'. You can override using the
## `.groups` argument.

## # A tibble: 7 × 3
## # Groups:   balls [4]
##   balls strikes `n()`
##   <dbl>   <dbl> <int>
## 1     0       0    17
## 2     0       1     1
## 3     1       0     1
## 4     1       1     3
## 5     1       2     3
## 6     2       0     2
## 7     3       2     2

Most of the incorrect calls were made during a 0-0 count

Predictive Modeling

Predicting Incorrect Calls

model <- rpart(type ~ outs_when_up + inning + home_score + away_score + balls + strikes, data = identify)
predictions <- as.data.frame(predict(model))
predictions <- predictions %>% 
  mutate(predict_call = case_when(B > S ~ "ball",
                                  S > B ~ "strike"))
table(predictions$predict_call)

## 
##   ball strike 
##    120     40

This is really close to what the true amount of balls and strikes is

Compare predicted call to actual call

# add predictions to the data frame
pred_m <- calc_long %>% 
  mutate(predict_call = predictions$predict_call)

# find the incorrect calls
identify_pm <- pred_m %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify_pm$call)

## 
## fail pass 
##   29  131

Still produces the same number of fail/pass

Predicting Individual Play Results

First draft:

clean_added <- clean %>% 
  mutate(ump_call = case_when(id %in% incorrect$id ~ "incorrect",
                              TRUE ~ "correct"))

model_outcome <- rpart(description ~ ump_call + outs_when_up + inning + bat_score + fld_score + balls + strikes, data = clean_added)
predictions_outcome <- as.data.frame(predict(model_outcome))

# get the column names of the largest values
predictions_outcome$highest<- (colnames(predictions_outcome)[max.col(predictions_outcome)])

# add in to data frame
clean_added <- clean_added %>% 
  mutate(pred_outcome = predictions_outcome$highest)

fill2 <- which(clean_added$ump_call == "incorrect")
clean_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill2, background = "skyblue") %>% 
  scroll_box(height = "500px")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	game_year	pfx_x	pfx_z	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	ump_call	pred_outcome
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	2022	1.15	1.04	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	incorrect	called_strike
FF	4/16/2022	89.5	2.25	6.04	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	1	0	2022	1.19	1.12	1.30	2.14	0	1	Top	3.40	1.57	89.1	2104	661759	54.03	1	2	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.063	2	correct	ball
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	2022	-1.24	-1.23	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	incorrect	called_strike
FF	4/16/2022	89.5	2.19	6.08	Ryu, Hyun Jin	640461	547943	called_strike	5	R	R	L	TOR	OAK	S	3	0	2022	1.20	1.13	-0.21	2.27	0	1	Top	3.47	1.52	89.0	2061	661759	54.10	1	4	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.076	4	correct	ball
FC	4/16/2022	85.0	2.15	6.06	Ryu, Hyun Jin	640461	547943	hit_into_play	1	R	R	L	TOR	OAK	X	3	1	2022	-0.25	0.93	-0.48	2.98	0	1	Top	3.47	1.59	84.8	1993	661759	54.14	1	5	Cutter	0	0	0	0	0	0	0	152	0.022	-0.375	5	correct	hit_into_play
FF	4/16/2022	88.9	2.01	6.08	Ryu, Hyun Jin	462101	547943	swinging_strike	4	R	R	L	TOR	OAK	S	0	0	2022	1.23	0.99	-0.31	2.62	1	1	Top	3.37	1.53	88.6	2017	661759	53.93	2	1	4-Seam Fastball	0	0	0	0	0	0	0	133	0.000	-0.024	6	correct	ball
FC	4/16/2022	86.1	2.11	6.11	Ryu, Hyun Jin	462101	547943	called_strike	1	R	R	L	TOR	OAK	S	0	1	2022	0.17	1.00	-0.52	3.24	1	1	Top	3.29	1.38	86.1	2007	661759	54.13	2	2	Cutter	0	0	0	0	0	0	0	156	0.000	-0.031	7	correct	ball
FC	4/16/2022	87.3	2.02	6.06	Ryu, Hyun Jin	462101	547943	hit_into_play	13	R	R	L	TOR	OAK	X	0	2	2022	0.15	1.05	-1.30	2.41	1	1	Top	3.37	1.53	87.4	2003	661759	54.01	2	3	Cutter	0	0	0	0	0	0	0	151	0.015	-0.100	8	correct	ball
FF	4/16/2022	90.2	2.14	6.02	Ryu, Hyun Jin	476704	547943	called_strike	3	R	R	L	TOR	OAK	S	0	0	2022	0.92	1.16	0.66	2.99	2	1	Top	3.51	1.60	90.2	1993	661759	54.03	3	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.017	9	correct	ball
CH	4/16/2022	78.7	2.40	5.86	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2022	1.23	0.44	2.14	2.89	2	1	Top	3.45	1.46	78.6	1488	661759	54.13	3	2	Changeup	0	0	0	0	0	0	0	117	0.000	0.011	10	correct	ball
CU	4/16/2022	70.6	1.84	6.23	Ryu, Hyun Jin	476704	547943	foul	6	R	R	L	TOR	OAK	S	1	1	2022	-1.18	-1.32	0.31	2.40	2	1	Top	3.37	1.53	69.7	2586	661759	54.23	3	3	Curveball	0	0	0	0	0	0	0	328	0.000	-0.023	11	correct	hit_into_play
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	2022	-0.15	0.69	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	incorrect	called_strike
SI	4/16/2022	91.8	-1.88	6.13	Blackburn, Paul	606132	621112	called_strike	7	R	L	R	TOR	OAK	S	0	0	2022	-1.24	0.77	-0.53	1.71	0	1	Bot	3.49	1.63	91.5	1995	661759	54.34	4	1	Sinker	0	0	0	0	0	0	0	211	0.000	-0.034	13	correct	ball
CH	4/16/2022	86.9	-2.00	6.16	Blackburn, Paul	606132	621112	foul	14	R	L	R	TOR	OAK	S	0	1	2022	-1.27	0.31	0.01	1.47	0	1	Bot	3.49	1.60	86.9	2062	661759	54.23	4	2	Changeup	0	0	0	0	0	0	0	220	0.000	-0.046	14	correct	ball
CU	4/16/2022	79.9	-1.90	6.03	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	0	2	2022	0.81	-1.40	0.77	1.91	0	1	Bot	3.49	1.60	79.0	2594	661759	54.38	4	3	Curveball	0	0	0	0	0	0	0	25	0.060	0.714	15	correct	ball
FC	4/16/2022	88.6	-1.81	6.09	Blackburn, Paul	666182	621112	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.40	0.59	0.30	2.72	0	1	Bot	3.37	1.53	88.6	2448	661759	54.30	5	1	Cutter	0	0	0	0	0	0	0	181	0.000	-0.056	16	correct	ball
SI	4/16/2022	92.6	-1.66	6.08	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	0	1	2022	-1.13	0.98	-0.97	2.54	0	1	Bot	3.37	1.53	92.6	2057	661759	54.25	5	2	Sinker	0	0	0	0	0	0	0	211	-0.010	-0.205	17	correct	ball
SI	4/16/2022	92.8	-1.77	5.99	Blackburn, Paul	665489	621112	ball	13	R	R	R	TOR	OAK	B	0	0	2022	-1.09	1.01	-0.89	1.36	1	1	Bot	3.75	1.63	92.6	1949	661759	54.28	6	1	Sinker	0	0	0	0	0	0	0	208	0.000	0.007	18	correct	ball
SI	4/16/2022	89.0	-1.74	6.09	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	1	0	2022	-0.95	0.63	-0.44	1.06	1	1	Bot	3.47	1.59	89.1	2003	661759	54.13	6	2	Sinker	0	0	0	0	0	1	1	225	0.054	0.530	19	correct	ball
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	2022	-1.17	1.05	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	incorrect	called_strike
SI	4/16/2022	92.9	-1.72	6.01	Blackburn, Paul	666971	621112	called_strike	4	R	R	R	TOR	OAK	S	1	0	2022	-1.29	0.70	-0.34	2.61	1	1	Bot	3.37	1.60	92.8	1971	661759	54.29	7	2	Sinker	1	0	1	0	0	1	1	211	-0.034	-0.058	21	correct	ball
SI	4/16/2022	92.7	-1.67	6.01	Blackburn, Paul	666971	621112	hit_into_play	6	R	R	R	TOR	OAK	X	1	1	2022	-1.27	0.64	0.55	2.86	2	1	Bot	3.55	1.63	92.7	1979	661759	54.19	7	3	Sinker	1	0	1	0	0	1	1	219	-0.009	-0.093	22	correct	hit_into_play
CU	4/16/2022	68.5	2.00	6.36	Ryu, Hyun Jin	669221	547943	ball	12	R	R	L	TOR	OAK	B	0	0	2022	-1.24	-1.01	0.20	3.67	0	2	Top	3.40	1.54	67.7	2379	661759	54.34	8	1	Curveball	1	0	0	1	0	1	0	321	0.000	0.033	23	correct	ball
CH	4/16/2022	78.3	2.16	6.02	Ryu, Hyun Jin	669221	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	2022	1.25	0.84	0.46	2.44	0	2	Top	3.49	1.60	78.4	1508	661759	53.95	8	2	Changeup	1	0	0	1	0	1	0	120	-0.066	0.600	24	correct	ball
CU	4/16/2022	69.9	2.17	6.32	Ryu, Hyun Jin	641914	547943	hit_into_play	1	R	R	L	TOR	OAK	X	0	0	2022	-1.10	-1.11	-0.53	2.87	0	2	Top	3.37	1.53	69.2	2472	661759	54.25	9	1	Curveball	1	0	0	1	1	1	1	320	-0.106	0.654	25	correct	ball
CH	4/16/2022	79.1	2.38	5.95	Ryu, Hyun Jin	675656	547943	foul_bunt	3	R	R	L	TOR	OAK	S	0	0	2022	1.17	1.11	0.30	2.82	0	2	Top	3.37	1.53	79.4	1727	661759	53.97	10	1	Changeup	1	1	1	1	1	1	1	124	0.000	-0.056	26	correct	ball
CH	4/16/2022	79.6	2.35	5.95	Ryu, Hyun Jin	675656	547943	blocked_ball	14	R	R	L	TOR	OAK	B	0	1	2022	1.34	0.62	0.09	0.48	0	2	Top	3.43	1.57	79.9	1404	661759	53.81	10	2	Changeup	1	1	1	1	1	1	1	124	0.000	0.047	27	correct	ball
FC	4/16/2022	84.6	2.03	6.14	Ryu, Hyun Jin	675656	547943	foul	13	R	R	L	TOR	OAK	S	1	1	2022	0.21	1.05	-1.18	2.21	0	2	Top	3.37	1.53	85.2	1928	661759	53.98	10	3	Cutter	1	1	1	1	1	1	1	151	0.000	-0.090	28	correct	hit_into_play
FF	4/16/2022	88.3	2.15	6.04	Ryu, Hyun Jin	675656	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	2	2022	1.05	1.12	-0.05	3.10	0	2	Top	3.37	1.53	88.3	2056	661759	53.84	10	4	4-Seam Fastball	1	1	1	1	2	1	2	134	-0.101	1.081	29	correct	hit_into_play
FF	4/16/2022	88.0	2.13	6.07	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	0	0	2022	0.90	1.50	0.97	2.83	0	2	Top	3.70	1.79	88.3	2015	661759	53.94	11	1	4-Seam Fastball	1	2	2	1	2	1	2	135	0.000	0.055	30	correct	ball
FC	4/16/2022	84.5	2.11	6.13	Ryu, Hyun Jin	542194	547943	swinging_strike	13	R	R	L	TOR	OAK	S	1	0	2022	-0.30	0.85	-1.19	1.95	0	2	Top	3.49	1.60	84.8	2052	661759	53.96	11	2	Cutter	1	2	2	1	2	1	2	158	0.000	-0.063	31	correct	ball
FC	4/16/2022	85.5	2.11	6.14	Ryu, Hyun Jin	542194	547943	hit_into_play	1	R	R	L	TOR	OAK	X	1	1	2022	-0.07	1.05	-0.67	3.10	0	2	Top	3.49	1.60	85.8	1986	661759	53.95	11	3	Cutter	1	2	2	1	3	1	3	147	-0.088	0.991	32	correct	hit_into_play
FF	4/16/2022	87.5	2.07	6.03	Ryu, Hyun Jin	665506	547943	foul	6	R	R	L	TOR	OAK	S	0	0	2022	0.95	1.28	0.52	2.55	0	2	Top	3.47	1.59	87.6	1928	661759	53.97	12	1	4-Seam Fastball	1	3	3	1	3	1	3	138	0.000	-0.056	33	correct	ball
FF	4/16/2022	87.5	2.04	5.99	Ryu, Hyun Jin	665506	547943	ball	14	R	R	L	TOR	OAK	B	0	1	2022	1.27	1.12	1.16	1.97	0	2	Top	3.47	1.49	87.9	1932	661759	53.90	12	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.047	34	correct	ball
FC	4/16/2022	85.6	2.07	6.07	Ryu, Hyun Jin	665506	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	2022	0.46	1.11	-0.07	3.16	0	2	Top	3.47	1.59	85.8	1959	661759	54.06	12	3	Cutter	1	3	3	1	3	1	3	150	0.032	-0.341	35	correct	hit_into_play
FF	4/16/2022	87.9	1.95	6.07	Ryu, Hyun Jin	623515	547943	called_strike	2	R	R	L	TOR	OAK	S	0	0	2022	1.12	1.01	-0.12	3.33	1	2	Top	3.51	1.57	87.9	1963	661759	54.04	13	1	4-Seam Fastball	1	3	3	1	3	1	3	136	0.000	-0.043	36	correct	ball
CU	4/16/2022	71.9	1.89	6.18	Ryu, Hyun Jin	623515	547943	blocked_ball	13	R	R	L	TOR	OAK	B	0	1	2022	-0.99	-1.28	-1.67	0.31	1	2	Top	3.47	1.60	71.5	2613	661759	54.00	13	2	Curveball	1	3	3	1	3	1	3	328	0.000	0.029	37	correct	ball
CU	4/16/2022	71.6	1.79	6.25	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	1	2022	-1.04	-1.31	0.56	2.25	1	2	Top	3.47	1.59	71.1	2662	661759	54.02	13	3	Curveball	1	3	3	1	3	1	3	326	0.026	-0.305	38	correct	hit_into_play
FC	4/16/2022	85.3	2.02	6.03	Ryu, Hyun Jin	640461	547943	ball	13	R	R	L	TOR	OAK	B	0	0	2022	-0.15	0.74	-1.18	2.05	2	2	Top	3.47	1.60	85.9	2004	661759	53.86	14	1	Cutter	1	3	3	1	3	1	3	155	0.000	0.037	39	correct	ball
FC	4/16/2022	85.0	1.98	6.02	Ryu, Hyun Jin	640461	547943	foul	1	R	R	L	TOR	OAK	S	1	0	2022	0.12	0.96	-0.60	3.09	2	2	Top	3.47	1.59	85.9	1934	661759	53.77	14	2	Cutter	1	3	3	1	3	1	3	157	0.000	-0.053	40	correct	ball
FC	4/16/2022	85.6	2.06	6.02	Ryu, Hyun Jin	640461	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	2022	0.56	1.10	-0.15	3.36	2	2	Top	3.47	1.59	86.4	1863	661759	53.97	14	3	Cutter	1	3	3	1	3	1	3	146	0.026	-0.298	41	correct	hit_into_play
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	2022	-1.17	0.92	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	incorrect	called_strike
SL	4/16/2022	80.8	-1.71	6.12	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	0	1	2022	0.91	-0.67	1.39	1.06	0	2	Bot	3.37	1.57	80.3	2550	661759	54.35	15	2	Slider	1	3	1	3	3	1	1	26	0.000	0.025	43	correct	ball
SI	4/16/2022	92.7	-1.63	5.97	Blackburn, Paul	656305	621112	ball	13	R	R	R	TOR	OAK	B	1	1	2022	-0.83	0.94	-0.50	1.35	0	2	Bot	3.48	1.54	92.9	1851	661759	54.16	15	3	Sinker	1	3	1	3	3	1	1	208	0.000	0.049	44	correct	ball
CH	4/16/2022	87.7	-1.65	6.19	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	2	1	2022	-1.18	0.93	0.00	0.72	0	2	Bot	3.45	1.63	87.8	1909	661759	54.06	15	4	Changeup	1	3	1	3	3	1	1	220	0.000	0.114	45	correct	hit_into_play
SI	4/16/2022	93.3	-1.56	6.01	Blackburn, Paul	656305	621112	called_strike	9	R	R	R	TOR	OAK	S	3	1	2022	-1.10	0.83	0.78	1.60	0	2	Bot	3.53	1.68	93.5	1963	661759	54.17	15	5	Sinker	1	3	1	3	3	1	1	205	0.000	-0.076	46	correct	hit_into_play
SI	4/16/2022	92.6	-1.47	6.01	Blackburn, Paul	656305	621112	foul	3	R	R	R	TOR	OAK	S	3	2	2022	-1.04	1.02	0.58	3.34	0	2	Bot	3.37	1.53	92.8	2062	661759	54.12	15	6	Sinker	1	3	1	3	3	1	1	202	0.000	0.000	47	correct	hit_into_play
SI	4/16/2022	93.6	-1.61	5.96	Blackburn, Paul	656305	621112	swinging_strike	9	R	R	R	TOR	OAK	S	3	2	2022	-1.22	0.71	0.28	1.84	0	2	Bot	3.37	1.53	93.8	2069	661759	54.07	15	7	Sinker	1	3	1	3	3	1	1	206	-0.024	-0.299	48	correct	hit_into_play
SI	4/16/2022	93.3	-1.70	5.93	Blackburn, Paul	641470	621112	ball	13	R	L	R	TOR	OAK	B	0	0	2022	-1.19	0.79	-1.36	1.60	1	2	Bot	3.67	1.65	93.3	1950	661759	54.17	16	1	Sinker	1	3	1	3	3	1	1	212	0.000	0.023	49	correct	ball
CH	4/16/2022	88.5	-1.73	6.05	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	1	0	2022	-1.26	0.56	0.59	0.43	1	2	Bot	3.70	1.63	88.7	2030	661759	54.04	16	2	Changeup	1	3	1	3	3	1	1	224	0.000	0.044	50	correct	ball
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	2022	-1.26	0.64	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	incorrect	called_strike
SI	4/16/2022	92.3	-1.75	6.04	Blackburn, Paul	641470	621112	swinging_strike	11	R	L	R	TOR	OAK	S	2	1	2022	-1.14	0.93	-1.25	3.40	1	2	Bot	3.49	1.60	92.5	1980	661759	54.18	16	4	Sinker	1	3	1	3	3	1	1	209	0.000	-0.046	52	correct	hit_into_play
FF	4/16/2022	93.9	-1.80	5.90	Blackburn, Paul	641470	621112	hit_into_play	5	R	L	R	TOR	OAK	X	2	2	2022	-0.55	1.50	-0.25	2.43	1	2	Bot	3.49	1.60	93.8	2276	661759	54.17	16	5	4-Seam Fastball	1	3	1	3	3	1	1	210	0.027	0.284	53	correct	hit_into_play
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	2022	-1.18	0.89	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	incorrect	called_strike
FC	4/16/2022	87.7	-1.52	6.09	Blackburn, Paul	672386	621112	ball	12	R	R	R	TOR	OAK	B	0	1	2022	0.30	0.39	0.37	3.76	1	2	Bot	3.26	1.49	87.4	2562	661759	54.42	17	2	Cutter	1	3	1	3	3	1	1	159	0.000	0.031	55	correct	ball
CH	4/16/2022	87.3	-1.65	6.07	Blackburn, Paul	672386	621112	ball	14	R	R	R	TOR	OAK	B	1	1	2022	-1.21	0.52	0.92	0.84	1	2	Bot	3.26	1.46	87.3	1948	661759	54.12	17	3	Changeup	1	3	1	3	3	1	1	218	0.000	0.073	56	correct	ball
SI	4/16/2022	92.3	-1.51	5.97	Blackburn, Paul	672386	621112	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	2022	-1.11	0.77	0.06	3.05	1	2	Bot	3.26	1.48	92.2	1995	661759	54.20	17	4	Sinker	1	3	1	3	3	1	1	205	-0.030	-0.357	57	correct	hit_into_play
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	0.42	0.17	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	incorrect	called_strike
SI	4/16/2022	92.3	-1.55	6.09	Blackburn, Paul	669289	621112	ball	11	R	R	R	TOR	OAK	B	0	1	2022	-1.02	0.96	-1.09	2.81	2	2	Bot	3.59	1.60	92.5	2002	661759	54.18	18	2	Sinker	1	3	1	3	3	1	1	206	0.000	0.026	59	correct	ball
FF	4/16/2022	92.7	-1.44	6.00	Blackburn, Paul	669289	621112	called_strike	3	R	R	R	TOR	OAK	S	1	1	2022	-0.47	1.32	0.68	3.06	2	2	Bot	3.48	1.57	92.5	2157	661759	54.14	18	3	4-Seam Fastball	1	3	1	3	3	1	1	211	0.000	-0.051	60	correct	ball
SI	4/16/2022	93.4	-1.50	6.03	Blackburn, Paul	669289	621112	hit_into_play	7	R	R	R	TOR	OAK	X	1	2	2022	-1.06	0.85	-0.31	1.96	2	2	Bot	3.30	1.50	93.5	1989	661759	54.16	18	4	Sinker	1	3	1	3	3	1	1	207	-0.025	-0.158	61	correct	ball
FF	4/16/2022	87.6	2.25	6.02	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	0	0	2022	1.03	1.38	1.34	2.39	0	3	Top	3.32	1.41	87.7	1903	661759	53.99	19	1	4-Seam Fastball	1	3	3	1	3	1	3	134	0.000	0.033	62	correct	ball
CU	4/16/2022	70.2	1.97	6.26	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	1	0	2022	-1.22	-1.18	0.71	3.66	0	3	Top	3.10	1.35	69.7	2489	661759	54.16	19	2	Curveball	1	3	3	1	3	1	3	319	0.000	0.063	63	correct	ball
FF	4/16/2022	88.3	2.14	5.91	Ryu, Hyun Jin	462101	547943	foul	8	R	R	L	TOR	OAK	S	2	0	2022	1.03	1.40	-0.04	1.88	0	3	Top	3.37	1.53	88.7	1986	661759	53.78	19	3	4-Seam Fastball	1	3	3	1	3	1	3	130	0.000	-0.056	64	correct	ball
FC	4/16/2022	86.0	2.08	6.06	Ryu, Hyun Jin	462101	547943	ball	11	R	R	L	TOR	OAK	B	2	1	2022	0.11	0.76	-1.42	2.85	0	3	Top	3.29	1.41	86.4	1973	661759	53.95	19	4	Cutter	1	3	3	1	3	1	3	150	0.000	0.114	65	correct	hit_into_play
FF	4/16/2022	89.6	2.10	5.94	Ryu, Hyun Jin	462101	547943	hit_into_play	2	R	R	L	TOR	OAK	X	3	1	2022	0.98	1.28	0.00	2.85	0	3	Top	3.37	1.53	89.8	1972	661759	54.06	19	5	4-Seam Fastball	1	3	3	1	3	1	3	134	0.017	-0.375	66	correct	hit_into_play
CH	4/16/2022	79.9	2.22	5.86	Ryu, Hyun Jin	476704	547943	swinging_strike	6	R	R	L	TOR	OAK	S	0	0	2022	1.13	1.21	0.54	2.54	1	3	Top	3.37	1.53	80.2	1635	661759	53.88	20	1	Changeup	1	3	3	1	3	1	3	124	0.000	-0.024	67	correct	ball
FF	4/16/2022	89.1	2.04	5.92	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2022	1.00	1.11	1.39	2.54	1	3	Top	3.45	1.54	89.8	1926	661759	53.92	20	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.016	68	correct	ball
CH	4/16/2022	79.4	2.15	5.84	Ryu, Hyun Jin	476704	547943	hit_into_play	7	R	R	L	TOR	OAK	X	1	1	2022	1.02	1.26	-0.32	1.88	1	3	Top	3.37	1.53	79.8	1723	661759	53.88	20	3	Changeup	1	3	3	1	3	1	3	123	-0.018	0.270	69	correct	hit_into_play
CU	4/16/2022	71.8	1.86	6.18	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	0	0	2022	-1.07	-1.10	-0.77	1.37	1	3	Top	3.45	1.60	71.3	2538	661759	54.10	21	1	Curveball	1	3	3	1	3	1	3	324	0.000	0.042	70	correct	ball
FC	4/16/2022	84.8	1.97	6.14	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	1	0	2022	0.04	0.64	-1.32	2.01	1	3	Top	3.49	1.60	85.3	1963	661759	53.87	21	2	Cutter	1	3	3	1	3	1	3	157	0.000	0.080	71	correct	ball
FF	4/16/2022	88.2	2.09	5.87	Ryu, Hyun Jin	669221	547943	hit_into_play	5	R	R	L	TOR	OAK	X	2	0	2022	1.10	1.29	0.23	2.65	1	3	Top	3.49	1.60	88.6	2015	661759	53.78	21	3	4-Seam Fastball	1	3	3	1	5	1	5	128	-0.137	1.597	72	correct	ball
CU	4/16/2022	71.5	1.91	6.13	Ryu, Hyun Jin	641914	547943	hit_into_play	8	R	R	L	TOR	OAK	X	0	0	2022	-1.19	-1.21	-0.22	2.01	1	3	Top	3.37	1.53	70.8	2631	661759	54.12	22	1	Curveball	1	5	5	1	5	1	5	322	0.006	-0.156	73	correct	ball
CH	4/16/2022	78.8	2.23	5.87	Ryu, Hyun Jin	675656	547943	hit_into_play	14	R	R	L	TOR	OAK	X	0	0	2022	1.33	1.03	0.83	2.34	2	3	Top	3.37	1.53	78.9	1564	661759	53.90	23	1	Changeup	1	5	5	1	5	1	5	122	0.005	-0.099	74	correct	ball
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	2022	0.93	-1.36	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	incorrect	called_strike
FC	4/16/2022	87.2	-1.64	6.09	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	0	1	2022	0.55	0.55	1.03	3.87	0	3	Bot	3.67	1.74	87.5	2543	661759	54.37	24	2	Cutter	1	5	1	5	5	1	1	153	0.000	0.025	76	correct	ball
CH	4/16/2022	88.0	-1.60	6.05	Blackburn, Paul	605548	621112	ball	14	R	L	R	TOR	OAK	B	1	1	2022	-1.08	0.71	0.26	1.19	0	3	Bot	3.70	1.79	88.1	1962	661759	54.19	24	3	Changeup	1	5	1	5	5	1	1	219	0.000	0.049	77	correct	ball
CH	4/16/2022	86.4	-1.72	6.11	Blackburn, Paul	605548	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	2022	-1.08	0.36	-1.21	2.31	0	3	Bot	3.55	1.63	86.4	1763	661759	54.31	24	4	Changeup	1	5	1	5	5	1	1	218	0.000	-0.066	78	correct	hit_into_play
CU	4/16/2022	79.9	-1.73	5.96	Blackburn, Paul	605548	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	2022	0.85	-1.47	-0.39	2.18	0	3	Bot	3.55	1.63	79.0	2648	661759	54.35	24	5	Curveball	1	5	1	5	5	1	1	33	-0.019	-0.195	79	correct	hit_into_play
SI	4/16/2022	91.5	-1.73	5.93	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	0	2022	-1.10	0.86	-1.06	2.53	1	3	Bot	3.53	1.63	91.6	2026	661759	54.20	25	1	Sinker	1	5	1	5	5	1	1	215	0.000	0.023	80	correct	ball
CH	4/16/2022	86.9	-1.66	6.13	Blackburn, Paul	606132	621112	hit_into_play	5	R	L	R	TOR	OAK	X	1	0	2022	-1.15	0.37	-0.05	2.20	1	3	Bot	3.49	1.60	87.1	1966	661759	54.22	25	2	Changeup	1	5	1	5	5	1	1	213	-0.012	-0.178	81	correct	ball
SL	4/16/2022	79.8	-1.59	6.05	Blackburn, Paul	666182	621112	foul	9	R	R	R	TOR	OAK	S	0	0	2022	1.45	-0.86	0.46	1.86	2	3	Bot	3.37	1.53	79.3	2675	661759	54.30	26	1	Slider	1	5	1	5	5	1	1	36	0.000	-0.017	82	correct	ball
SL	4/16/2022	80.6	-1.72	5.88	Blackburn, Paul	666182	621112	ball	14	R	R	R	TOR	OAK	B	0	1	2022	1.46	-0.88	1.34	1.78	2	3	Bot	3.73	1.71	80.1	2702	661759	54.24	26	2	Slider	1	5	1	5	5	1	1	40	0.000	0.011	83	correct	ball
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	2022	-0.95	0.83	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	incorrect	called_strike
SI	4/16/2022	92.5	-1.55	5.94	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	1	2	2022	-0.93	0.86	-1.04	2.89	2	3	Bot	3.37	1.53	92.8	1995	661759	54.12	26	4	Sinker	1	5	1	5	5	1	1	207	-0.007	-0.070	85	correct	ball
FF	4/16/2022	88.1	2.01	5.92	Ryu, Hyun Jin	542194	547943	called_strike	8	R	R	L	TOR	OAK	S	0	0	2022	0.84	1.37	-0.08	1.71	0	4	Top	3.62	1.71	88.4	1913	661759	53.83	27	1	4-Seam Fastball	1	5	5	1	5	1	5	135	0.000	-0.034	86	correct	ball
FC	4/16/2022	84.1	2.10	6.01	Ryu, Hyun Jin	542194	547943	ball	14	R	R	L	TOR	OAK	B	0	1	2022	-0.03	0.72	1.52	2.71	0	4	Top	3.73	1.74	84.8	1917	661759	53.97	27	2	Cutter	1	5	5	1	5	1	5	156	0.000	0.025	87	correct	ball
FC	4/16/2022	86.6	2.06	6.05	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	1	1	2022	0.24	1.11	0.19	4.65	0	4	Top	3.78	1.79	87.1	1984	661759	53.96	27	3	Cutter	1	5	5	1	5	1	5	149	0.000	0.049	88	correct	hit_into_play
CH	4/16/2022	80.1	2.29	5.89	Ryu, Hyun Jin	542194	547943	hit_into_play	6	R	R	L	TOR	OAK	X	2	1	2022	1.20	0.48	0.74	2.37	0	4	Top	3.49	1.60	80.2	1546	661759	53.88	27	4	Changeup	1	5	5	1	5	1	5	119	0.008	-0.261	89	correct	hit_into_play
CU	4/16/2022	71.6	1.91	6.13	Ryu, Hyun Jin	665506	547943	ball	13	R	R	L	TOR	OAK	B	0	0	2022	-1.09	-1.13	-0.60	0.49	1	4	Top	3.47	1.63	71.3	2647	661759	54.08	28	1	Curveball	1	5	5	1	5	1	5	326	0.000	0.023	90	correct	ball
CH	4/16/2022	80.0	2.24	5.92	Ryu, Hyun Jin	665506	547943	swinging_strike	6	R	R	L	TOR	OAK	S	1	0	2022	1.09	1.22	0.31	2.35	1	4	Top	3.47	1.59	80.5	1648	661759	53.69	28	2	Changeup	1	5	5	1	5	1	5	123	0.000	-0.031	91	correct	ball
CH	4/16/2022	79.0	2.17	5.88	Ryu, Hyun Jin	665506	547943	hit_into_play	14	R	R	L	TOR	OAK	X	1	1	2022	1.02	1.20	1.24	2.38	1	4	Top	3.47	1.59	79.1	1617	661759	53.99	28	3	Changeup	1	5	5	1	5	1	5	117	0.006	-0.148	92	correct	hit_into_play
FF	4/16/2022	90.0	2.09	5.83	Ryu, Hyun Jin	623515	547943	ball	14	R	R	L	TOR	OAK	B	0	0	2022	1.15	1.24	0.00	0.92	2	4	Top	3.47	1.57	90.1	2030	661759	53.85	29	1	4-Seam Fastball	1	5	5	1	5	1	5	133	0.000	0.015	93	correct	ball
FF	4/16/2022	89.7	2.19	5.90	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	2022	1.23	1.22	0.65	2.21	2	4	Top	3.47	1.59	90.1	1986	661759	53.76	29	2	4-Seam Fastball	1	5	5	1	5	1	5	131	0.005	-0.114	94	correct	ball
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	2022	-1.06	1.04	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	incorrect	called_strike
SI	4/16/2022	92.2	-1.63	5.96	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	0	1	2022	-1.24	0.62	-1.11	2.27	0	4	Bot	3.47	1.59	92.2	2094	661759	54.20	30	2	Sinker	1	5	1	5	5	1	1	203	-0.019	-0.187	96	correct	ball
SL	4/16/2022	80.1	-1.76	5.98	Blackburn, Paul	666971	621112	called_strike	6	R	R	R	TOR	OAK	S	0	0	2022	1.65	-0.59	0.32	2.64	1	4	Bot	3.59	1.71	79.5	2602	661759	54.40	31	1	Slider	1	5	1	5	5	1	1	41	0.000	-0.024	97	correct	ball
SI	4/16/2022	91.6	-1.55	5.99	Blackburn, Paul	666971	621112	ball	13	R	R	R	TOR	OAK	B	0	1	2022	-1.45	0.73	-1.39	0.63	1	4	Bot	3.55	1.65	91.3	2066	661759	54.18	31	2	Sinker	1	5	1	5	5	1	1	208	0.000	0.016	98	correct	ball
SI	4/16/2022	92.8	-1.55	5.96	Blackburn, Paul	666971	621112	ball	14	R	R	R	TOR	OAK	B	1	1	2022	-0.86	0.87	0.01	0.42	1	4	Bot	3.48	1.68	92.9	2066	661759	54.16	31	3	Sinker	1	5	1	5	5	1	1	221	0.000	0.033	99	correct	ball
CH	4/16/2022	87.0	-1.49	6.08	Blackburn, Paul	666971	621112	hit_into_play	5	R	R	R	TOR	OAK	X	2	1	2022	-0.83	0.31	-0.19	2.54	1	4	Bot	3.55	1.63	87.3	1835	661759	54.21	31	4	Changeup	1	5	1	5	5	1	1	214	0.021	0.237	100	correct	hit_into_play
CH	4/16/2022	86.8	-1.56	6.12	Blackburn, Paul	656305	621112	foul	5	R	R	R	TOR	OAK	S	0	0	2022	-0.79	0.35	-0.18	2.28	1	4	Bot	3.37	1.53	87.2	1763	661759	54.18	32	1	Changeup	1	5	1	5	5	1	1	214	0.000	-0.048	101	correct	ball
CU	4/16/2022	80.3	-1.46	6.08	Blackburn, Paul	656305	621112	blocked_ball	14	R	R	R	TOR	OAK	B	0	1	2022	0.78	-1.60	0.80	0.65	1	4	Bot	3.37	1.57	79.7	2821	661759	54.23	32	2	Curveball	1	5	1	5	5	1	1	25	0.000	0.031	102	correct	ball
SI	4/16/2022	92.0	-1.42	6.02	Blackburn, Paul	656305	621112	hit_into_play	4	R	R	R	TOR	OAK	X	1	1	2022	-0.98	0.83	-0.75	2.78	1	4	Bot	3.37	1.53	92.2	1887	661759	54.22	32	3	Sinker	1	5	1	5	5	1	1	206	0.034	0.499	103	correct	ball
CH	4/16/2022	87.3	-1.54	6.12	Blackburn, Paul	641470	621112	called_strike	5	R	L	R	TOR	OAK	S	0	0	2022	-0.97	0.95	-0.07	3.00	1	4	Bot	3.64	1.68	87.1	1898	661759	54.25	33	1	Changeup	1	5	1	5	5	1	1	215	0.000	-0.081	104	correct	ball
CH	4/16/2022	86.6	-1.67	6.06	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	0	1	2022	-0.93	0.81	0.38	1.02	1	4	Bot	3.67	1.60	86.7	1809	661759	54.06	33	2	Changeup	1	5	1	5	5	1	1	220	0.000	0.055	105	correct	ball
SI	4/16/2022	91.3	-1.50	6.13	Blackburn, Paul	641470	621112	ball	11	R	L	R	TOR	OAK	B	1	1	2022	-0.86	1.05	-1.18	4.37	1	4	Bot	3.70	1.68	91.3	1976	661759	54.18	33	3	Sinker	1	5	1	5	5	1	1	211	0.000	0.072	106	correct	ball
CH	4/16/2022	86.3	-1.57	6.12	Blackburn, Paul	641470	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	2022	-1.03	0.79	-1.20	2.42	1	4	Bot	3.49	1.60	86.3	1778	661759	54.22	33	4	Changeup	1	5	1	5	5	1	1	208	0.000	-0.130	107	correct	hit_into_play
CH	4/16/2022	87.7	-1.50	6.11	Blackburn, Paul	641470	621112	foul	9	R	L	R	TOR	OAK	S	2	2	2022	-0.82	0.89	0.33	1.64	1	4	Bot	3.49	1.60	87.8	1975	661759	54.06	33	5	Changeup	1	5	1	5	5	1	1	213	0.000	0.000	108	correct	hit_into_play
CH	4/16/2022	87.7	-1.58	6.09	Blackburn, Paul	641470	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	2022	-0.89	0.50	-0.77	2.00	1	4	Bot	3.49	1.60	87.9	1900	661759	54.21	33	6	Changeup	1	5	1	5	5	2	2	210	0.080	0.994	109	correct	hit_into_play
SL	4/16/2022	79.6	-1.64	5.96	Blackburn, Paul	672386	621112	called_strike	3	R	R	R	TOR	OAK	S	0	0	2022	1.04	-0.88	0.29	2.87	1	4	Bot	3.23	1.46	79.2	2639	661759	54.28	34	1	Slider	2	5	2	5	5	2	2	45	0.000	-0.081	110	correct	ball
SL	4/16/2022	79.3	-1.63	5.97	Blackburn, Paul	672386	621112	hit_into_play	6	R	R	R	TOR	OAK	X	0	1	2022	1.02	-0.88	0.77	2.30	1	4	Bot	3.26	1.48	78.7	2696	661759	54.35	34	2	Slider	2	5	2	5	5	2	2	38	-0.095	-0.534	111	correct	ball
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	-0.20	1.39	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	incorrect	called_strike
SL	4/16/2022	81.3	-1.49	5.45	Thornton, Trent	640461	663423	hit_into_play	9	R	R	R	TOR	OAK	X	0	1	2022	1.19	-0.30	0.79	2.11	0	5	Top	3.47	1.59	81.1	2847	661759	54.39	35	2	Slider	2	5	5	2	5	2	5	59	-0.018	0.429	113	correct	ball
SI	4/16/2022	91.4	-0.80	5.87	Thornton, Trent	462101	663423	ball	11	R	R	R	TOR	OAK	B	0	0	2022	-0.99	1.07	-1.58	3.71	0	5	Top	3.18	1.43	91.1	2142	661759	54.43	36	1	Sinker	2	5	5	2	5	2	5	199	0.000	0.059	114	correct	ball
FF	4/16/2022	93.5	-0.77	5.82	Thornton, Trent	462101	663423	called_strike	6	R	R	R	TOR	OAK	S	1	0	2022	-0.18	1.38	0.65	2.52	0	5	Top	3.18	1.35	93.1	2305	661759	54.41	36	2	4-Seam Fastball	2	5	5	2	5	2	5	204	0.000	-0.074	115	correct	ball
SI	4/16/2022	89.9	-0.72	5.71	Thornton, Trent	462101	663423	hit_into_play	7	R	R	R	TOR	OAK	X	1	1	2022	-0.86	0.88	-0.76	2.00	0	5	Top	3.37	1.53	89.8	2056	661759	54.36	36	3	Sinker	2	5	5	2	5	2	5	200	0.038	-0.494	116	correct	ball
FF	4/16/2022	93.4	-0.82	5.75	Thornton, Trent	476704	663423	ball	13	R	L	R	TOR	OAK	B	0	0	2022	-0.39	1.25	-0.20	0.47	2	5	Top	3.53	1.65	92.8	2226	661759	54.31	37	1	4-Seam Fastball	2	5	5	2	5	2	5	202	0.000	0.015	117	correct	ball
CU	4/16/2022	78.6	-0.76	5.96	Thornton, Trent	476704	663423	ball	14	R	L	R	TOR	OAK	B	1	0	2022	0.67	-1.37	0.82	0.90	2	5	Top	3.45	1.57	77.8	3001	661759	54.62	37	2	Curveball	2	5	5	2	5	2	5	25	0.000	0.023	118	correct	ball
FF	4/16/2022	92.2	-0.61	5.77	Thornton, Trent	476704	663423	called_strike	4	R	L	R	TOR	OAK	S	2	0	2022	-0.33	1.67	-0.40	2.30	2	5	Top	3.48	1.65	91.8	2416	661759	54.35	37	3	4-Seam Fastball	2	5	5	2	5	2	5	205	0.000	-0.023	119	correct	ball
SL	4/16/2022	80.8	-1.37	5.43	Thornton, Trent	476704	663423	hit_into_play	12	R	L	R	TOR	OAK	X	2	1	2022	1.33	-0.26	1.26	2.63	2	5	Top	3.37	1.53	80.3	2929	661759	54.49	37	4	Slider	2	5	5	2	5	2	5	64	0.005	-0.114	120	correct	hit_into_play
CH	4/16/2022	86.6	-1.65	6.08	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	0	0	2022	-1.05	0.54	0.08	0.92	0	5	Bot	3.51	1.54	86.9	1884	661759	54.12	38	1	Changeup	2	5	2	5	5	2	2	218	0.000	0.033	121	correct	ball
FC	4/16/2022	85.4	-1.52	6.09	Blackburn, Paul	669289	621112	called_strike	9	R	R	R	TOR	OAK	S	1	0	2022	0.63	0.13	0.73	1.78	0	5	Bot	3.53	1.60	85.7	2595	661759	54.24	38	2	Cutter	2	5	2	5	5	2	2	129	0.000	-0.043	122	correct	ball
SI	4/16/2022	90.3	-1.49	6.01	Blackburn, Paul	669289	621112	foul	4	R	R	R	TOR	OAK	S	1	1	2022	-0.90	0.81	-0.63	2.66	0	5	Bot	3.30	1.50	90.4	2125	661759	54.30	38	3	Sinker	2	5	2	5	5	2	2	209	0.000	-0.054	123	correct	ball
SI	4/16/2022	93.1	-1.43	5.94	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	1	2	2022	-1.01	0.80	2.30	2.24	0	5	Bot	3.48	1.54	93.2	2233	661759	54.13	38	4	Sinker	2	5	2	5	5	2	2	205	0.000	0.037	124	correct	ball
SL	4/16/2022	79.0	-1.73	5.93	Blackburn, Paul	669289	621112	swinging_strike	6	R	R	R	TOR	OAK	S	2	2	2022	1.74	-0.60	0.57	2.20	0	5	Bot	3.30	1.50	78.4	2596	661759	54.25	38	5	Slider	2	5	2	5	5	2	2	39	-0.025	-0.195	125	correct	hit_into_play
CH	4/16/2022	87.0	-1.63	6.07	Blackburn, Paul	605548	621112	ball	11	R	L	R	TOR	OAK	B	0	0	2022	-1.22	0.43	-1.53	2.85	1	5	Bot	3.73	1.76	86.9	1920	661759	54.25	39	1	Changeup	2	5	2	5	5	2	2	212	0.000	0.023	126	correct	ball
CH	4/16/2022	85.9	-1.62	6.03	Blackburn, Paul	605548	621112	swinging_strike	8	R	L	R	TOR	OAK	S	1	0	2022	-1.16	0.44	-0.04	1.64	1	5	Bot	3.55	1.63	86.2	1925	661759	54.14	39	2	Changeup	2	5	2	5	5	2	2	218	0.000	-0.031	127	correct	ball
SI	4/16/2022	91.7	-1.80	5.88	Blackburn, Paul	605548	621112	swinging_strike	11	R	L	R	TOR	OAK	S	1	1	2022	-1.26	0.86	-1.27	2.84	1	5	Bot	3.55	1.63	92.0	2075	661759	54.12	39	3	Sinker	2	5	2	5	5	2	2	207	0.000	-0.036	128	correct	ball
FF	4/16/2022	92.0	-1.73	5.88	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	1	2	2022	-0.62	1.39	0.20	4.91	1	5	Bot	3.73	1.79	91.7	2268	661759	54.21	39	4	4-Seam Fastball	2	5	2	5	5	2	2	213	0.000	0.023	129	correct	ball
SL	4/16/2022	80.4	-1.71	5.84	Blackburn, Paul	605548	621112	called_strike	14	R	L	R	TOR	OAK	S	2	2	2022	1.52	-0.97	0.61	1.67	1	5	Bot	3.75	1.79	79.7	2764	661759	54.23	39	5	Slider	2	5	2	5	5	2	2	38	-0.016	-0.134	130	correct	hit_into_play
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	2022	1.58	-0.75	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	incorrect	called_strike
SL	4/16/2022	77.9	-1.98	5.84	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	1	2022	1.56	-1.01	-1.60	1.98	2	5	Bot	3.53	1.63	77.0	2709	661759	54.43	40	2	Slider	2	5	2	5	5	2	2	42	0.000	0.011	132	correct	ball
FC	4/16/2022	85.8	-1.61	5.91	Blackburn, Paul	606132	621112	ball	12	R	L	R	TOR	OAK	B	1	1	2022	0.86	0.25	1.19	3.71	2	5	Bot	3.51	1.68	85.8	2602	661759	54.28	40	3	Cutter	2	5	2	5	5	2	2	126	0.000	0.021	133	correct	ball
CH	4/16/2022	87.0	-1.61	6.06	Blackburn, Paul	606132	621112	ball	14	R	L	R	TOR	OAK	B	2	1	2022	-1.11	0.15	1.53	0.56	2	5	Bot	3.48	1.74	87.0	1914	661759	54.21	40	4	Changeup	2	5	2	5	5	2	2	219	0.000	0.039	134	correct	hit_into_play
SI	4/16/2022	91.2	-1.66	5.91	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	3	1	2022	-1.00	0.50	0.41	1.88	2	5	Bot	3.49	1.60	91.2	2068	661759	54.20	40	5	Sinker	2	5	2	5	5	2	2	215	-0.010	-0.153	135	correct	hit_into_play
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	1.47	0.00	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	incorrect	called_strike
SL	4/16/2022	79.4	-1.59	5.38	Thornton, Trent	669221	663423	hit_into_play	5	R	R	R	TOR	OAK	X	0	1	2022	1.56	-0.12	0.16	2.72	0	6	Top	3.49	1.60	78.6	2892	661759	54.71	41	2	Slider	2	5	5	2	5	2	5	67	0.010	-0.187	137	correct	ball
FF	4/16/2022	93.2	-0.60	5.86	Thornton, Trent	641914	663423	called_strike	3	R	R	R	TOR	OAK	S	0	0	2022	-0.06	1.66	0.33	3.20	1	6	Top	3.37	1.49	93.0	2357	661759	54.47	42	1	4-Seam Fastball	2	5	5	2	5	2	5	196	0.000	-0.024	138	correct	ball
FF	4/16/2022	93.3	-0.72	5.82	Thornton, Trent	641914	663423	foul	3	R	R	R	TOR	OAK	S	0	1	2022	-0.06	1.57	0.45	3.12	1	6	Top	3.37	1.53	93.0	2328	661759	54.46	42	2	4-Seam Fastball	2	5	5	2	5	2	5	197	0.000	-0.031	139	correct	ball
FF	4/16/2022	92.9	-0.76	5.83	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	0	2	2022	-0.31	1.62	0.94	2.03	1	6	Top	3.45	1.57	92.8	2463	661759	54.32	42	3	4-Seam Fastball	2	5	5	2	5	2	5	198	0.000	0.011	140	correct	ball
SL	4/16/2022	82.3	-1.47	5.31	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	1	2	2022	1.48	0.35	2.36	1.56	1	6	Top	3.48	1.57	81.6	2916	661759	54.51	42	4	Slider	2	5	5	2	5	2	5	71	0.000	0.023	141	correct	ball
FF	4/16/2022	93.7	-0.70	5.82	Thornton, Trent	641914	663423	foul	9	R	R	R	TOR	OAK	S	2	2	2022	-0.40	1.63	0.45	1.89	1	6	Top	3.37	1.53	93.6	2440	661759	54.16	42	5	4-Seam Fastball	2	5	5	2	5	2	5	203	0.000	0.000	142	correct	hit_into_play
FF	4/16/2022	93.6	-0.54	5.78	Thornton, Trent	641914	663423	swinging_strike	3	R	R	R	TOR	OAK	S	2	2	2022	-0.13	1.73	0.47	3.03	1	6	Top	3.37	1.53	93.2	2404	661759	54.32	42	6	4-Seam Fastball	2	5	5	2	5	2	5	198	0.008	-0.134	143	correct	hit_into_play
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	2022	1.01	0.34	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	incorrect	called_strike
SL	4/16/2022	80.4	-1.49	5.24	Thornton, Trent	675656	663423	foul	14	R	R	R	TOR	OAK	S	0	1	2022	1.29	-0.05	0.96	1.67	2	6	Top	3.37	1.53	79.4	2867	661759	54.54	43	2	Slider	2	5	5	2	5	2	5	62	0.000	-0.023	145	correct	ball
SL	4/16/2022	82.0	-1.27	5.38	Thornton, Trent	675656	663423	ball	14	R	R	R	TOR	OAK	B	0	2	2022	1.23	0.15	1.86	1.55	2	6	Top	3.37	1.54	81.6	3015	661759	54.41	43	3	Slider	2	5	5	2	5	2	5	60	0.000	0.011	146	correct	ball
SL	4/16/2022	80.4	-1.38	5.28	Thornton, Trent	675656	663423	swinging_strike	9	R	R	R	TOR	OAK	S	1	2	2022	1.35	0.06	0.31	1.86	2	6	Top	3.37	1.53	80.2	2987	661759	54.40	43	4	Slider	2	5	5	2	5	2	5	63	0.005	-0.070	147	correct	ball
FF	4/16/2022	94.3	-1.78	5.66	Acevedo, Domingo	666182	642758	ball	12	R	R	R	TOR	OAK	B	0	0	2022	-1.07	1.38	1.21	2.68	0	6	Bot	3.73	1.63	92.5	2200	661759	55.01	44	1	4-Seam Fastball	2	5	2	5	5	2	2	229	0.000	0.033	148	correct	ball
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	2022	-1.06	1.29	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	incorrect	called_strike
SL	4/16/2022	88.3	-2.10	5.80	Acevedo, Domingo	666182	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	2022	-0.87	0.84	-0.24	3.33	0	6	Bot	3.37	1.53	86.6	2232	661759	55.23	44	3	Slider	2	5	2	5	5	2	2	242	-0.026	-0.212	150	correct	ball
FF	4/16/2022	93.9	-1.74	5.64	Acevedo, Domingo	665489	642758	ball	12	R	R	R	TOR	OAK	B	0	0	2022	-0.75	1.36	0.91	4.43	1	6	Bot	3.70	1.65	92.0	2195	661759	55.03	45	1	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	0.023	151	correct	ball
CH	4/16/2022	86.8	-1.87	5.91	Acevedo, Domingo	665489	642758	foul	13	R	R	R	TOR	OAK	S	1	0	2022	-1.44	0.14	-1.07	2.52	1	6	Bot	3.47	1.59	85.6	2003	661759	54.92	45	2	Changeup	2	5	2	5	5	2	2	247	0.000	-0.031	152	correct	ball
FF	4/16/2022	94.2	-1.68	5.57	Acevedo, Domingo	665489	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	2022	-1.08	1.29	0.25	3.21	1	6	Bot	3.47	1.59	92.8	2148	661759	54.87	45	3	4-Seam Fastball	2	5	2	5	5	2	2	235	-0.017	-0.148	153	correct	ball
SL	4/16/2022	88.1	-2.14	5.69	Acevedo, Domingo	666971	642758	called_strike	8	R	R	R	TOR	OAK	S	0	0	2022	-0.98	0.51	-0.19	1.99	2	6	Bot	3.55	1.63	86.5	2141	661759	55.27	46	1	Slider	2	5	2	5	5	2	2	247	0.000	-0.017	154	correct	ball
FF	4/16/2022	93.6	-1.86	5.59	Acevedo, Domingo	666971	642758	ball	13	R	R	R	TOR	OAK	B	0	1	2022	-1.11	1.28	-1.29	2.51	2	6	Bot	3.55	1.68	92.1	2178	661759	54.94	46	2	4-Seam Fastball	2	5	2	5	5	2	2	235	0.000	0.011	155	correct	ball
FF	4/16/2022	93.3	-1.68	5.49	Acevedo, Domingo	666971	642758	ball	12	R	R	R	TOR	OAK	B	1	1	2022	-0.94	1.34	1.57	3.12	2	6	Bot	3.51	1.63	91.0	2249	661759	55.33	46	3	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.021	156	correct	ball
FF	4/16/2022	93.2	-1.86	5.47	Acevedo, Domingo	666971	642758	ball	11	R	R	R	TOR	OAK	B	2	1	2022	-1.19	0.92	-0.60	3.72	2	6	Bot	3.55	1.74	91.8	2126	661759	54.90	46	4	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.039	157	correct	hit_into_play
FF	4/16/2022	92.4	-1.62	5.51	Acevedo, Domingo	666971	642758	called_strike	6	R	R	R	TOR	OAK	S	3	1	2022	-1.04	1.40	0.66	2.47	2	6	Bot	3.55	1.65	90.1	2212	661759	55.29	46	5	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	-0.036	158	correct	hit_into_play
FF	4/16/2022	92.6	-1.62	5.49	Acevedo, Domingo	666971	642758	hit_into_play	8	R	R	R	TOR	OAK	X	3	2	2022	-1.04	1.00	0.15	2.18	2	6	Bot	3.55	1.63	90.9	2085	661759	55.03	46	6	4-Seam Fastball	2	5	2	5	5	2	2	237	0.014	0.100	159	correct	hit_into_play
FF	4/16/2022	94.1	-1.89	5.48	Acevedo, Domingo	656305	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	0	2022	-1.10	1.23	-0.49	2.77	2	6	Bot	3.37	1.53	92.5	2186	661759	54.90	47	1	4-Seam Fastball	2	5	2	5	5	4	4	231	0.197	1.880	160	correct	ball
FF	4/16/2022	94.0	-1.73	5.62	Acevedo, Domingo	641470	642758	hit_into_play	5	R	L	R	TOR	OAK	X	0	0	2022	-1.01	1.39	-0.07	2.37	2	6	Bot	3.49	1.60	92.2	2279	661759	55.02	48	1	4-Seam Fastball	4	5	4	5	5	5	5	233	0.198	1.000	161	correct	ball
SL	4/16/2022	85.5	-2.09	5.91	Acevedo, Domingo	672386	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	2022	-0.45	0.74	-0.24	2.54	2	6	Bot	3.26	1.49	83.9	2154	661759	55.18	49	1	Slider	5	5	5	5	5	5	5	242	0.000	-0.017	162	correct	ball
SL	4/16/2022	86.2	-2.32	5.64	Acevedo, Domingo	672386	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	1	2022	-0.66	0.51	-0.42	2.41	2	6	Bot	3.26	1.48	84.4	2125	661759	55.40	49	2	Slider	5	5	5	5	5	5	5	248	0.019	0.134	163	correct	ball
FF	4/16/2022	92.6	-1.84	5.69	Acevedo, Domingo	669289	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	2022	-1.00	1.23	0.03	2.51	2	6	Bot	3.51	1.52	90.8	2147	661759	55.03	50	1	4-Seam Fastball	5	5	5	5	5	5	5	231	0.000	-0.035	164	correct	ball
CH	4/16/2022	85.9	-1.82	5.95	Acevedo, Domingo	669289	642758	ball	14	R	R	R	TOR	OAK	B	0	1	2022	-1.46	0.30	0.10	0.83	2	6	Bot	3.43	1.57	84.7	1955	661759	54.82	50	2	Changeup	5	5	5	5	5	5	5	247	0.000	0.026	165	correct	ball
SL	4/16/2022	86.9	-2.16	5.82	Acevedo, Domingo	669289	642758	ball	13	R	R	R	TOR	OAK	B	1	1	2022	-0.71	0.80	-1.07	2.22	2	6	Bot	3.45	1.57	85.6	2049	661759	55.11	50	3	Slider	5	5	5	5	5	5	5	244	0.000	0.029	166	correct	ball
FF	4/16/2022	93.0	-1.87	5.49	Acevedo, Domingo	669289	642758	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	2022	-1.15	1.17	0.03	3.19	2	6	Bot	3.30	1.50	91.4	2149	661759	54.82	50	4	4-Seam Fastball	5	5	5	5	5	5	5	235	0.029	0.268	167	correct	hit_into_play
CU	4/16/2022	80.8	-1.65	6.22	Grimm, Justin	605548	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	0	0	2022	0.88	-1.16	0.55	0.49	2	6	Bot	3.55	1.63	81.2	2090	661759	53.56	51	1	Curveball	5	5	5	5	5	5	5	32	0.000	-0.061	168	correct	ball
CU	4/16/2022	82.5	-1.51	6.28	Grimm, Justin	605548	518748	ball	14	R	L	R	TOR	OAK	B	0	1	2022	1.02	-0.82	1.72	2.39	2	6	Bot	3.67	1.68	83.0	2195	661759	53.60	51	2	Curveball	5	5	5	5	5	5	5	33	0.000	0.037	169	correct	ball
CU	4/16/2022	81.0	-2.03	6.00	Grimm, Justin	605548	518748	foul	9	R	L	R	TOR	OAK	S	1	1	2022	1.21	-0.39	0.80	1.96	2	6	Bot	3.55	1.63	81.3	2453	661759	53.79	51	3	Curveball	5	5	5	5	5	5	5	45	0.000	-0.102	170	correct	ball
FF	4/16/2022	92.0	-1.47	6.26	Grimm, Justin	605548	518748	swinging_strike	12	R	L	R	TOR	OAK	S	1	2	2022	-0.55	1.66	0.09	4.09	2	6	Bot	3.55	1.63	92.4	2098	661759	53.78	51	4	4-Seam Fastball	5	5	5	5	5	5	5	205	-0.065	-0.319	171	correct	ball
KC	4/16/2022	79.6	-2.53	6.21	Phelps, David	542194	475479	called_strike	5	R	R	R	TOR	OAK	S	0	0	2022	0.34	-0.77	0.14	2.90	0	7	Top	3.75	1.74	78.1	2505	661759	55.39	52	1	Knuckle Curve	5	5	5	5	5	5	5	42	0.000	-0.034	172	correct	ball
FC	4/16/2022	88.6	-2.42	6.25	Phelps, David	542194	475479	swinging_strike	12	R	R	R	TOR	OAK	S	0	1	2022	0.28	1.02	1.11	3.21	0	7	Top	3.49	1.60	87.0	2347	661759	55.34	52	2	Cutter	5	5	5	5	5	5	5	198	0.000	-0.046	173	correct	ball
KC	4/16/2022	78.2	-2.46	6.26	Phelps, David	542194	475479	ball	14	R	R	R	TOR	OAK	B	0	2	2022	0.44	-0.96	0.50	0.44	0	7	Top	3.62	1.71	76.3	2554	661759	55.44	52	3	Knuckle Curve	5	5	5	5	5	5	5	30	0.000	0.017	174	correct	ball
FC	4/16/2022	89.4	-2.46	6.20	Phelps, David	542194	475479	ball	13	R	R	R	TOR	OAK	B	1	2	2022	0.09	1.05	-0.33	1.41	0	7	Top	3.48	1.65	88.1	2403	661759	55.31	52	4	Cutter	5	5	5	5	5	5	5	208	0.000	0.037	175	correct	ball
KC	4/16/2022	82.3	-2.43	6.20	Phelps, David	542194	475479	hit_into_play	9	R	R	R	TOR	OAK	X	2	2	2022	0.37	-0.49	0.55	2.05	0	7	Top	3.49	1.60	80.7	2624	661759	55.42	52	5	Knuckle Curve	5	5	5	5	5	5	5	33	0.039	-0.195	176	correct	hit_into_play
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	-0.57	1.51	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	incorrect	called_strike
SI	4/16/2022	93.6	-2.35	6.13	Phelps, David	665506	475479	called_strike	8	R	R	R	TOR	OAK	S	0	1	2022	-1.35	1.09	-0.25	1.60	1	7	Top	3.47	1.57	91.9	2182	661759	55.12	53	2	Sinker	5	5	5	5	5	5	5	212	0.000	-0.031	178	correct	ball
FC	4/16/2022	90.3	-2.51	6.15	Phelps, David	665506	475479	foul	4	R	R	R	TOR	OAK	S	0	2	2022	0.04	1.04	-0.81	2.21	1	7	Top	3.47	1.59	88.9	2386	661759	55.29	53	3	Cutter	5	5	5	5	5	5	5	209	0.000	0.000	179	correct	ball
FF	4/16/2022	93.0	-2.35	6.26	Phelps, David	665506	475479	foul	2	R	R	R	TOR	OAK	S	0	2	2022	-0.63	1.53	0.24	3.57	1	7	Top	3.47	1.59	91.2	2381	661759	55.23	53	4	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.000	180	correct	ball
KC	4/16/2022	80.3	-2.46	6.17	Phelps, David	665506	475479	ball	14	R	R	R	TOR	OAK	B	0	2	2022	0.25	-0.73	0.16	0.98	1	7	Top	3.47	1.57	78.8	2615	661759	55.41	53	5	Knuckle Curve	5	5	5	5	5	5	5	29	0.000	0.011	181	correct	ball
FF	4/16/2022	94.1	-2.22	6.20	Phelps, David	665506	475479	hit_into_play	12	R	R	R	TOR	OAK	X	1	2	2022	-0.57	1.55	0.42	4.39	1	7	Top	3.47	1.59	92.4	2292	661759	55.18	53	6	4-Seam Fastball	5	5	5	5	5	5	5	218	0.028	-0.112	182	correct	ball
KC	4/16/2022	81.3	-2.59	6.17	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	0	0	2022	0.20	-0.66	-0.28	1.13	2	7	Top	3.56	1.65	79.6	2605	661759	55.39	54	1	Knuckle Curve	5	5	5	5	5	5	5	35	0.000	0.015	183	correct	ball
KC	4/16/2022	80.1	-2.67	6.24	Phelps, David	664913	475479	ball	11	R	L	R	TOR	OAK	B	1	0	2022	0.44	-0.68	-0.91	3.67	2	7	Top	3.51	1.60	78.4	2581	661759	55.48	54	2	Knuckle Curve	5	5	5	5	5	5	5	39	0.000	0.023	184	correct	ball
FC	4/16/2022	89.1	-2.58	6.14	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	2	0	2022	0.15	0.92	-0.10	1.09	2	7	Top	3.64	1.60	87.6	2426	661759	55.32	54	3	Cutter	5	5	5	5	5	5	5	194	0.000	0.042	185	correct	ball
FF	4/16/2022	93.7	-2.44	6.16	Phelps, David	664913	475479	foul	5	R	L	R	TOR	OAK	S	3	0	2022	-0.83	1.35	-0.07	2.50	2	7	Top	3.41	1.56	91.7	2270	661759	55.33	54	4	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.026	186	correct	ball
CH	4/16/2022	88.0	-2.42	6.19	Phelps, David	664913	475479	hit_into_play	11	R	L	R	TOR	OAK	X	3	1	2022	-1.61	0.53	-0.85	2.98	2	7	Top	3.41	1.56	86.1	2103	661759	55.24	54	5	Changeup	5	5	5	5	5	5	5	234	0.019	-0.153	187	correct	hit_into_play
FF	4/16/2022	92.2	-1.76	6.27	Grimm, Justin	606132	518748	called_strike	1	R	L	R	TOR	OAK	S	0	0	2022	-0.55	1.41	-0.51	3.20	0	7	Bot	3.49	1.71	92.5	2176	661759	53.74	55	1	4-Seam Fastball	5	5	5	5	5	5	5	210	0.000	-0.034	188	correct	ball
SL	4/16/2022	81.5	-2.48	5.96	Grimm, Justin	606132	518748	foul	8	R	L	R	TOR	OAK	S	0	1	2022	1.37	-0.29	-0.08	1.61	0	7	Bot	3.49	1.60	81.6	2413	661759	53.87	55	2	Slider	5	5	5	5	5	5	5	50	0.000	-0.046	189	correct	ball
CU	4/16/2022	83.9	-1.96	6.06	Grimm, Justin	606132	518748	ball	14	R	L	R	TOR	OAK	B	0	2	2022	1.30	-0.64	2.50	0.51	0	7	Bot	3.49	1.60	83.9	2506	661759	53.71	55	3	Curveball	5	5	5	5	5	5	5	37	0.000	0.017	190	correct	ball
CU	4/16/2022	83.6	-1.66	6.23	Grimm, Justin	606132	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	1	2	2022	1.02	-0.89	0.13	0.28	0	7	Bot	3.49	1.60	84.0	2208	661759	53.64	55	4	Curveball	5	5	5	5	5	5	5	28	-0.038	-0.158	191	correct	ball
SL	4/16/2022	82.8	-1.92	6.17	Grimm, Justin	666182	518748	hit_into_play	8	R	R	R	TOR	OAK	X	0	0	2022	1.35	-0.69	0.22	1.99	1	7	Bot	3.37	1.53	83.0	2555	661759	53.87	56	1	Slider	5	5	5	5	5	5	5	42	-0.028	-0.156	192	correct	ball
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	-0.53	1.36	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	incorrect	called_strike
CU	4/16/2022	83.6	-1.86	6.12	Grimm, Justin	665489	518748	ball	14	R	R	R	TOR	OAK	B	0	1	2022	1.22	-0.80	1.47	0.75	2	7	Bot	3.59	1.60	83.5	2464	661759	53.78	57	2	Curveball	5	5	5	5	5	5	5	40	0.000	0.011	194	correct	ball
SL	4/16/2022	83.8	-1.92	6.13	Grimm, Justin	665489	518748	hit_into_play	12	R	R	R	TOR	OAK	X	1	1	2022	1.37	0.11	1.08	2.59	2	7	Bot	3.47	1.59	83.9	2385	661759	53.88	57	3	Slider	5	5	5	5	5	5	5	45	-0.020	-0.093	195	correct	ball
SI	4/16/2022	92.6	-2.90	5.24	Garcia, Yimi	640461	554340	foul	7	R	R	R	TOR	OAK	S	0	0	2022	-1.47	0.42	-0.40	1.89	0	8	Top	3.47	1.59	91.1	2142	661759	54.85	58	1	Sinker	5	5	5	5	5	5	5	230	0.000	-0.034	196	correct	ball
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	2022	-0.40	1.12	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	incorrect	called_strike
SI	4/16/2022	92.9	-2.84	5.20	Garcia, Yimi	640461	554340	hit_into_play	13	R	R	R	TOR	OAK	X	1	1	2022	-1.44	0.59	-1.21	2.30	0	8	Top	3.47	1.59	91.7	2129	661759	54.69	58	3	Sinker	5	5	5	5	5	5	5	229	0.046	-0.212	198	correct	ball
SL	4/16/2022	88.0	-3.00	5.12	Garcia, Yimi	462101	554340	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.48	0.62	0.66	2.69	1	8	Top	3.37	1.53	86.8	2375	661759	54.89	59	1	Slider	5	5	5	5	5	5	5	203	0.000	-0.024	199	correct	ball
CU	4/16/2022	79.7	-2.82	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	0	1	2022	1.55	-0.44	0.84	0.87	1	8	Top	3.29	1.35	78.3	2749	661759	54.89	59	2	Curveball	5	5	5	5	5	5	5	56	0.000	0.016	200	correct	ball
CU	4/16/2022	81.0	-2.85	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	1	1	2022	1.16	-0.34	1.01	0.94	1	8	Top	3.34	1.38	79.8	2662	661759	54.82	59	3	Curveball	5	5	5	5	5	5	5	83	0.000	0.033	201	correct	ball
SL	4/16/2022	88.8	-2.94	5.06	Garcia, Yimi	462101	554340	foul	8	R	R	R	TOR	OAK	S	2	1	2022	0.36	0.68	0.24	1.87	1	8	Top	3.37	1.53	87.7	2334	661759	54.79	59	4	Slider	5	5	5	5	5	5	5	192	0.000	-0.046	202	correct	ball
SI	4/16/2022	93.6	-2.77	5.09	Garcia, Yimi	462101	554340	ball	13	R	R	R	TOR	OAK	B	2	2	2022	-1.50	0.43	-0.27	0.63	1	8	Top	3.40	1.41	92.3	2210	661759	54.60	59	5	Sinker	5	5	5	5	5	5	5	226	0.000	0.073	203	correct	ball
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	2022	0.32	0.73	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	incorrect	called_strike
SL	4/16/2022	87.6	-2.83	5.17	Garcia, Yimi	476704	554340	ball	14	R	L	R	TOR	OAK	B	0	0	2022	0.52	0.76	1.42	2.26	1	8	Top	3.59	1.85	86.6	2437	661759	54.83	60	1	Slider	5	5	5	5	5	5	5	199	0.000	0.042	205	correct	ball
SI	4/16/2022	91.9	-2.81	5.17	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	1	0	2022	-1.43	0.74	-1.24	1.37	1	8	Top	3.59	1.74	90.5	2138	661759	54.80	60	2	Sinker	5	5	5	5	5	5	5	225	0.000	0.080	206	correct	ball
SI	4/16/2022	93.0	-2.88	5.13	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	2	0	2022	-1.45	0.50	-1.29	2.07	1	8	Top	3.56	1.74	91.7	2179	661759	54.84	60	3	Sinker	5	5	5	5	5	5	5	220	0.000	0.108	207	correct	ball
SI	4/16/2022	90.7	-2.65	5.20	Garcia, Yimi	476704	554340	ball	11	R	L	R	TOR	OAK	B	3	0	2022	-1.43	0.83	-1.06	3.10	1	8	Top	3.51	1.63	89.6	2088	661759	54.74	60	4	Sinker	5	5	5	5	5	5	5	230	-0.066	0.150	208	correct	ball
SI	4/16/2022	94.2	-2.82	5.10	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	0	0	2022	-1.42	0.53	-1.85	2.16	1	8	Top	3.53	1.68	93.3	2192	661759	54.63	61	1	Sinker	5	5	5	5	5	5	5	228	0.000	0.063	209	correct	ball
SL	4/16/2022	89.4	-2.84	5.12	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	1	0	2022	0.37	0.99	0.08	2.13	1	8	Top	3.49	1.63	88.7	2455	661759	54.75	61	2	Slider	5	5	5	5	5	5	5	207	0.000	-0.089	210	correct	ball
CH	4/16/2022	87.1	-2.73	5.22	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	1	1	2022	-1.60	0.20	-0.41	1.29	1	8	Top	3.49	1.68	86.0	1757	661759	54.69	61	3	Changeup	5	5	5	5	5	5	5	246	0.000	0.072	211	correct	ball
SI	4/16/2022	92.3	-2.73	5.23	Garcia, Yimi	669221	554340	ball	11	R	R	R	TOR	OAK	B	2	1	2022	-1.51	0.59	-1.60	2.63	1	8	Top	3.49	1.68	90.7	2078	661759	54.91	61	4	Sinker	5	5	5	5	5	5	5	228	-0.107	0.172	212	correct	ball
FF	4/16/2022	94.6	-2.88	5.00	Garcia, Yimi	669221	554340	called_strike	5	R	R	R	TOR	OAK	S	3	1	2022	-0.93	1.04	0.14	2.78	1	8	Top	3.43	1.63	93.9	2285	661759	54.69	61	5	4-Seam Fastball	5	5	5	5	5	5	5	236	0.000	-0.203	213	correct	ball
FF	4/16/2022	94.3	-2.86	5.03	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	3	2	2022	-0.81	1.06	-0.18	1.98	1	8	Top	3.43	1.63	93.9	2346	661759	54.61	61	6	4-Seam Fastball	5	5	5	5	5	5	5	229	0.164	-0.680	214	correct	ball
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	2022	0.60	0.06	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	incorrect	called_strike
SL	4/16/2022	87.8	-2.93	5.18	Garcia, Yimi	643393	554340	hit_into_play	9	R	L	R	TOR	OAK	X	1	0	2022	0.32	0.65	0.46	1.54	2	8	Top	3.10	1.45	86.8	2345	661759	54.92	62	2	Slider	5	5	5	5	5	5	5	204	0.117	-0.569	216	correct	ball
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	2022	0.26	-0.10	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	incorrect	called_strike
SL	4/16/2022	81.6	-0.20	6.61	Jiménez, Dany	666971	666204	called_strike	6	R	R	R	TOR	OAK	S	1	0	2022	0.42	-0.06	0.76	2.90	0	8	Bot	3.48	1.71	80.5	2267	661759	54.87	63	2	Slider	5	5	5	5	5	5	5	115	0.000	-0.043	218	correct	ball
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	2022	-0.31	1.29	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	incorrect	called_strike
FF	4/16/2022	94.8	-0.27	6.48	Jiménez, Dany	666971	666204	ball	12	R	R	R	TOR	OAK	B	1	2	2022	0.00	1.26	0.10	5.78	0	8	Bot	3.55	1.60	93.9	2218	661759	54.73	63	4	4-Seam Fastball	5	5	5	5	5	5	5	192	0.000	0.037	220	correct	ball
SL	4/16/2022	83.3	-0.08	6.44	Jiménez, Dany	666971	666204	ball	14	R	R	R	TOR	OAK	B	2	2	2022	0.34	-0.13	0.91	1.35	0	8	Bot	3.55	1.60	82.7	2370	661759	54.74	63	5	Slider	5	5	5	5	5	5	5	92	0.000	0.103	221	correct	ball
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	2022	0.23	0.35	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	incorrect	called_strike
SL	4/16/2022	82.9	-0.18	6.54	Jiménez, Dany	656305	666204	called_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.30	-0.13	0.60	2.48	1	8	Bot	3.37	1.57	82.3	2415	661759	54.85	64	1	Slider	5	5	5	5	5	5	5	83	0.000	-0.024	223	correct	ball
FF	4/16/2022	94.4	0.02	6.45	Jiménez, Dany	656305	666204	ball	12	R	R	R	TOR	OAK	B	0	1	2022	-0.13	1.51	1.26	3.78	1	8	Bot	3.45	1.57	93.6	2191	661759	54.55	64	2	4-Seam Fastball	5	5	5	5	5	5	5	196	0.000	0.016	224	correct	ball
SL	4/16/2022	82.1	-0.21	6.45	Jiménez, Dany	656305	666204	called_strike	9	R	R	R	TOR	OAK	S	1	1	2022	0.39	0.08	0.75	1.86	1	8	Bot	3.37	1.54	81.6	2395	661759	54.75	64	3	Slider	5	5	5	5	5	5	5	86	0.000	-0.036	225	correct	ball
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	2022	0.39	0.10	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	incorrect	called_strike
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	2022	-0.42	1.47	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	incorrect	called_strike
SL	4/16/2022	81.6	-0.21	6.44	Jiménez, Dany	641470	666204	called_strike	9	R	L	R	TOR	OAK	S	1	0	2022	0.38	-0.26	0.62	2.25	2	8	Bot	3.70	1.65	80.8	2360	661759	54.86	65	2	Slider	5	5	5	5	5	5	5	76	0.000	-0.021	228	correct	ball
FF	4/16/2022	95.0	-0.24	6.43	Jiménez, Dany	641470	666204	swinging_strike	12	R	L	R	TOR	OAK	S	1	1	2022	0.11	1.53	0.24	3.96	2	8	Bot	3.49	1.60	94.4	2104	661759	54.53	65	3	4-Seam Fastball	5	5	5	5	5	5	5	200	0.000	-0.023	229	correct	ball
SL	4/16/2022	83.2	-0.01	6.44	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	1	2	2022	0.34	-0.05	0.86	-0.14	2	8	Bot	3.56	1.57	82.9	2290	661759	54.49	65	4	Slider	5	5	5	5	5	5	5	131	0.000	0.014	230	correct	ball
SL	4/16/2022	83.5	-0.23	6.40	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	2	2	2022	0.06	0.16	1.10	-1.78	2	8	Bot	3.53	1.65	82.3	2252	661759	54.65	65	5	Slider	5	5	5	5	5	5	5	28	0.000	0.033	231	correct	ball
SL	4/16/2022	80.8	-0.28	6.54	Jiménez, Dany	641470	666204	swinging_strike	2	R	L	R	TOR	OAK	S	3	2	2022	0.12	0.30	-0.21	3.36	2	8	Bot	3.49	1.60	80.3	2230	661759	54.80	65	6	Slider	5	5	5	5	5	5	5	100	-0.025	-0.116	232	correct	ball
FF	4/16/2022	97.1	-1.96	5.90	Merryweather, Julian	641856	657240	foul	8	R	L	R	TOR	OAK	S	0	0	2022	-0.68	1.40	-0.12	1.92	0	9	Top	3.41	1.56	97.4	2292	661759	53.85	66	1	4-Seam Fastball	5	5	5	5	5	5	5	217	0.000	-0.034	233	correct	ball
FF	4/16/2022	96.6	-1.91	5.97	Merryweather, Julian	641856	657240	swinging_strike	4	R	L	R	TOR	OAK	S	0	1	2022	-0.52	1.27	-0.36	2.67	0	9	Top	3.41	1.56	97.1	2276	661759	53.85	66	2	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.046	234	correct	ball
CH	4/16/2022	80.9	-1.65	6.09	Merryweather, Julian	641856	657240	foul	13	R	L	R	TOR	OAK	S	0	2	2022	-1.00	0.62	-1.05	1.97	0	9	Top	3.41	1.56	81.3	1339	661759	53.93	66	3	Changeup	5	5	5	5	5	5	5	227	0.000	0.000	235	correct	ball
CH	4/16/2022	81.5	-1.62	6.05	Merryweather, Julian	641856	657240	ball	13	R	L	R	TOR	OAK	B	0	2	2022	-0.99	0.75	-0.99	1.08	0	9	Top	3.29	1.46	82.2	1299	661759	53.89	66	4	Changeup	5	5	5	5	5	5	5	221	0.000	0.017	236	correct	ball
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	2022	-0.77	1.32	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	incorrect	called_strike
CU	4/16/2022	80.0	-1.79	6.00	Merryweather, Julian	542194	657240	called_strike	1	R	R	R	TOR	OAK	S	0	0	2022	0.85	-1.28	-0.33	3.21	1	9	Top	3.56	1.71	79.9	2347	661759	54.02	67	1	Curveball	5	5	5	5	5	5	5	25	0.000	-0.024	238	correct	ball
CU	4/16/2022	80.9	-1.71	6.03	Merryweather, Julian	542194	657240	foul	4	R	R	R	TOR	OAK	S	0	1	2022	0.84	-1.36	-0.47	2.54	1	9	Top	3.49	1.60	80.8	2459	661759	54.00	67	2	Curveball	5	5	5	5	5	5	5	21	0.000	-0.031	239	correct	ball
FF	4/16/2022	97.4	-1.86	6.02	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	2022	-0.47	1.30	-0.75	2.95	1	9	Top	3.49	1.60	97.9	1973	661759	53.87	67	3	4-Seam Fastball	5	5	5	5	5	5	5	222	0.000	0.000	240	correct	ball
SL	4/16/2022	88.5	-1.68	5.99	Merryweather, Julian	542194	657240	foul	14	R	R	R	TOR	OAK	S	0	2	2022	0.25	0.20	0.39	1.18	1	9	Top	3.49	1.60	89.3	2102	661759	53.98	67	4	Slider	5	5	5	5	5	5	5	197	0.000	0.000	241	correct	ball
FF	4/16/2022	97.6	-1.92	6.00	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	2022	-0.75	1.35	-0.59	3.25	1	9	Top	3.49	1.60	98.1	2322	661759	53.79	67	5	4-Seam Fastball	5	5	5	5	5	5	5	219	0.000	0.000	242	correct	ball
CU	4/16/2022	80.4	-1.80	5.99	Merryweather, Julian	542194	657240	ball	11	R	R	R	TOR	OAK	B	0	2	2022	1.15	-0.88	-1.14	4.13	1	9	Top	3.49	1.65	80.5	2055	661759	53.97	67	6	Curveball	5	5	5	5	5	5	5	33	0.000	0.011	243	correct	ball
FF	4/16/2022	97.0	-1.77	5.99	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	1	2	2022	-0.58	1.29	-0.40	3.27	1	9	Top	3.49	1.60	97.3	2123	661759	53.95	67	7	4-Seam Fastball	5	5	5	5	5	5	5	212	0.000	0.000	244	correct	ball
SL	4/16/2022	88.5	-1.73	6.00	Merryweather, Julian	542194	657240	hit_into_play	9	R	R	R	TOR	OAK	X	1	2	2022	0.31	0.36	0.29	2.13	1	9	Top	3.49	1.60	89.6	2137	661759	53.84	67	8	Slider	5	5	5	5	5	5	5	215	-0.060	0.306	245	correct	ball
FF	4/16/2022	97.2	-1.88	5.95	Merryweather, Julian	665506	657240	ball	13	R	R	R	TOR	OAK	B	0	0	2022	-0.48	1.63	-0.11	1.28	1	9	Top	3.51	1.60	97.9	2271	661759	53.76	68	1	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.042	246	correct	ball
FF	4/16/2022	97.3	-1.78	5.98	Merryweather, Julian	665506	657240	hit_into_play	8	R	R	R	TOR	OAK	X	1	0	2022	-0.42	1.60	0.10	2.01	1	9	Top	3.47	1.59	97.7	2256	661759	53.92	68	2	4-Seam Fastball	5	5	5	5	7	5	7	215	-0.420	1.677	247	correct	ball
CH	4/16/2022	81.8	-1.78	6.07	Merryweather, Julian	664913	657240	called_strike	9	R	L	R	TOR	OAK	S	0	0	2022	-1.09	0.70	0.31	2.08	1	9	Top	3.41	1.62	82.5	1374	661759	53.77	69	1	Changeup	5	7	7	5	7	5	7	222	0.000	-0.024	248	correct	ball
CU	4/16/2022	80.1	-1.86	6.04	Merryweather, Julian	664913	657240	ball	11	R	L	R	TOR	OAK	B	0	1	2022	0.97	-0.76	-1.28	4.49	1	9	Top	3.40	1.54	80.2	1812	661759	54.00	69	2	Curveball	5	7	7	5	7	5	7	27	0.000	0.016	249	correct	ball
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	2022	-0.46	1.31	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	incorrect	called_strike
CH	4/16/2022	81.3	-1.65	6.08	Merryweather, Julian	664913	657240	called_strike	4	R	L	R	TOR	OAK	S	2	1	2022	-1.04	0.89	-0.32	2.45	1	9	Top	3.41	1.54	81.5	1342	661759	53.94	69	4	Changeup	5	7	7	5	7	5	7	222	0.000	-0.046	251	correct	ball
CH	4/16/2022	81.0	-1.57	6.08	Merryweather, Julian	664913	657240	swinging_strike	4	R	L	R	TOR	OAK	S	2	2	2022	-0.79	1.01	-0.35	2.28	1	9	Top	3.41	1.56	81.5	1332	661759	53.86	69	5	Changeup	5	7	7	5	7	5	7	224	0.006	-0.134	252	correct	ball
SL	4/16/2022	89.0	-1.74	6.02	Merryweather, Julian	640461	657240	called_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.16	0.09	0.79	2.37	2	9	Top	3.62	1.65	89.6	2241	661759	53.82	70	1	Slider	5	7	7	5	7	5	7	352	0.000	-0.017	253	correct	ball
SL	4/16/2022	88.3	-1.76	6.05	Merryweather, Julian	640461	657240	foul	5	R	R	R	TOR	OAK	S	0	1	2022	0.30	-0.05	0.00	2.36	2	9	Top	3.47	1.59	88.2	2122	661759	53.96	70	2	Slider	5	7	7	5	7	5	7	141	0.000	-0.023	254	correct	ball
FF	4/16/2022	95.7	-1.88	6.01	Merryweather, Julian	640461	657240	swinging_strike	11	R	R	R	TOR	OAK	S	0	2	2022	-0.68	1.33	-0.33	3.78	2	9	Top	3.47	1.59	96.2	2158	661759	53.91	70	3	4-Seam Fastball	5	7	7	5	7	5	7	216	0.003	-0.059	255	correct	ball
FF	4/16/2022	96.8	-1.33	6.22	Trivino, Lou	672386	642152	ball	12	R	R	R	TOR	OAK	B	0	0	2022	-0.71	1.26	1.06	2.37	0	9	Bot	2.93	1.32	96.4	2059	661759	54.06	71	1	4-Seam Fastball	5	7	5	7	7	5	5	227	0.000	0.033	256	correct	ball
FF	4/16/2022	96.7	-1.35	6.11	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	1	0	2022	-0.70	1.09	1.51	2.05	0	9	Bot	3.18	1.40	96.4	1960	661759	54.08	71	2	4-Seam Fastball	5	7	5	7	7	5	5	226	0.000	0.063	257	correct	ball
SI	4/16/2022	96.7	-1.41	6.14	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	2	0	2022	-1.32	0.94	0.96	1.55	0	9	Bot	2.96	1.29	96.4	2113	661759	54.14	71	3	Sinker	5	7	5	7	7	5	5	223	0.000	0.134	258	correct	ball
FF	4/16/2022	96.3	-1.38	6.21	Trivino, Lou	672386	642152	called_strike	3	R	R	R	TOR	OAK	S	3	0	2022	-0.86	1.18	0.54	2.75	0	9	Bot	3.04	1.38	95.5	1980	661759	54.30	71	4	4-Seam Fastball	5	7	5	7	7	5	5	219	0.000	-0.076	259	correct	ball
SI	4/16/2022	96.9	-1.45	6.16	Trivino, Lou	672386	642152	ball	11	R	R	R	TOR	OAK	B	3	1	2022	-1.40	0.78	-0.64	3.29	0	9	Bot	3.15	1.46	96.7	2081	661759	54.11	71	5	Sinker	5	7	5	7	7	5	5	221	0.090	0.245	260	correct	ball
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	2022	-1.46	0.69	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	incorrect	called_strike
CH	4/16/2022	87.3	-1.54	6.20	Trivino, Lou	669289	642152	foul	11	R	R	R	TOR	OAK	S	0	1	2022	-1.50	0.08	-1.25	2.42	0	9	Bot	3.30	1.50	86.8	1854	661759	54.24	72	2	Changeup	5	7	5	7	7	5	5	260	0.000	-0.080	262	correct	ball
CH	4/16/2022	87.6	-1.36	6.09	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	0	2	2022	-1.23	0.18	0.83	1.00	0	9	Bot	3.56	1.49	87.7	1851	661759	53.88	72	3	Changeup	5	7	5	7	7	5	5	261	0.000	0.042	263	correct	ball
SI	4/16/2022	97.5	-1.33	6.20	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	1	2	2022	-1.44	0.85	0.53	1.46	0	9	Bot	3.59	1.60	97.0	2123	661759	54.24	72	4	Sinker	5	7	5	7	7	5	5	222	0.000	0.085	264	correct	ball
CH	4/16/2022	87.8	-1.42	6.16	Trivino, Lou	669289	642152	swinging_strike_blocked	14	R	R	R	TOR	OAK	S	2	2	2022	-1.36	-0.05	0.55	0.56	0	9	Bot	3.30	1.50	87.6	1903	661759	53.93	72	5	Changeup	5	7	5	7	7	5	5	261	-0.074	-0.336	265	correct	ball
FC	4/16/2022	93.8	-1.16	6.28	Trivino, Lou	543807	642152	ball	14	R	R	R	TOR	OAK	B	0	0	2022	-0.56	0.66	1.66	2.08	1	9	Bot	3.49	1.51	93.7	2237	661759	54.27	73	1	Cutter	5	7	5	7	7	5	5	212	0.000	0.042	266	correct	ball
SI	4/16/2022	95.7	-1.27	6.23	Trivino, Lou	543807	642152	swinging_strike	2	R	R	R	TOR	OAK	S	1	0	2022	-1.28	0.78	-0.04	2.93	1	9	Bot	3.49	1.60	95.7	1995	661759	54.24	73	2	Sinker	5	7	5	7	7	5	5	218	0.000	-0.058	267	correct	ball
SI	4/16/2022	96.4	-1.28	6.23	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	1	1	2022	-1.16	0.88	-0.86	4.10	1	9	Bot	3.49	1.49	96.4	2006	661759	54.28	73	3	Sinker	5	7	5	7	7	5	5	244	0.000	0.073	268	correct	ball
CH	4/16/2022	88.0	-1.52	6.14	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	2	1	2022	-1.17	-0.06	-0.99	2.84	1	9	Bot	3.45	1.51	88.0	1660	661759	54.12	73	4	Changeup	5	7	5	7	7	5	5	263	0.000	0.102	269	correct	ball
SI	4/16/2022	96.9	-1.28	6.22	Trivino, Lou	543807	642152	foul	1	R	R	R	TOR	OAK	S	3	1	2022	-1.35	0.75	-0.78	3.05	1	9	Bot	3.49	1.60	96.6	1944	661759	54.28	73	5	Sinker	5	7	5	7	7	5	5	219	0.000	-0.099	270	correct	ball
FF	4/16/2022	97.0	-1.28	6.20	Trivino, Lou	543807	642152	swinging_strike	12	R	R	R	TOR	OAK	S	3	2	2022	-0.49	1.31	0.90	3.45	1	9	Bot	3.49	1.60	96.9	2004	661759	54.15	73	6	4-Seam Fastball	5	7	5	7	7	5	5	218	-0.059	-0.355	271	correct	ball
SI	4/16/2022	96.2	-1.42	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	0	0	2022	-1.45	0.77	-2.18	3.94	2	9	Bot	3.48	1.62	96.0	2023	661759	54.28	74	1	Sinker	5	7	5	7	7	5	5	219	0.002	0.032	272	correct	ball
CH	4/16/2022	89.4	-1.41	6.14	Trivino, Lou	606132	642152	swinging_strike_blocked	13	R	L	R	TOR	OAK	S	1	0	2022	-1.43	0.00	-0.28	0.45	2	9	Bot	3.49	1.60	88.9	1781	661759	54.28	74	2	Changeup	5	7	5	7	7	5	5	259	0.000	-0.053	273	correct	ball
CH	4/16/2022	88.4	-1.45	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	1	1	2022	-1.35	0.18	-1.55	2.95	2	9	Bot	3.49	1.65	88.0	1701	661759	54.32	74	3	Changeup	5	7	5	7	7	5	5	263	0.000	0.036	274	correct	ball
SI	4/16/2022	96.8	-1.31	6.13	Trivino, Lou	606132	642152	swinging_strike	5	R	L	R	TOR	OAK	S	2	1	2022	-1.36	0.86	0.21	2.28	2	9	Bot	3.49	1.60	97.0	2017	661759	53.97	74	4	Sinker	5	7	5	7	7	5	5	211	0.000	-0.074	275	correct	ball
FF	4/16/2022	96.1	-1.39	6.17	Trivino, Lou	606132	642152	foul	11	R	L	R	TOR	OAK	S	2	2	2022	-0.80	1.05	-1.31	3.46	2	9	Bot	3.49	1.60	96.2	2002	661759	54.13	74	5	4-Seam Fastball	5	7	5	7	7	5	5	231	0.000	0.000	276	correct	ball
CH	4/16/2022	87.4	-1.38	6.11	Trivino, Lou	606132	642152	swinging_strike	8	R	L	R	TOR	OAK	S	2	2	2022	-1.32	-0.35	-0.09	2.12	2	9	Bot	3.49	1.60	87.4	1714	661759	53.92	74	6	Changeup	5	7	5	7	7	5	5	266	-0.046	-0.259	277	correct	ball

Updated version:

model_outcome2 <- rpart(description ~ call + true + outs_when_up + inning + bat_score + fld_score + balls + 
                          strikes + plate_x + plate_z, 
                       data = all_added)
predictions_outcome2 <- as.data.frame(predict(model_outcome2))

# get the column names of the largest values
predictions_outcome2$highest<- (colnames(predictions_outcome2)[max.col(predictions_outcome2)])

# add in to data frame
all_added <- all_added %>% 
  mutate(pred_outcome = predictions_outcome2$highest)

Full data with incorrect pitches highlighted:

fill3 <- which(all_added$ump_call == "incorrect")

## Warning: Unknown or uninitialised column: `ump_call`.

all_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill3, background = "skyblue") %>% 
  scroll_box(height = "500px")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	sz_l	sz_r	new_sz_top	new_sz_bot	new_sz_l	new_sz_r	true	call	pred_outcome
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	fail	ball
FF	4/16/2022	89.5	2.25	6.04	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	1	0	1.30	2.14	0	1	Top	3.40	1.57	89.1	2104	661759	54.03	1	2	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.063	2	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	-0.7083333	0.7083333	3.440833	1.339167	-0.8291667	0.8291667	strike	fail	ball
FF	4/16/2022	89.5	2.19	6.08	Ryu, Hyun Jin	640461	547943	called_strike	5	R	R	L	TOR	OAK	S	3	0	-0.21	2.27	0	1	Top	3.47	1.52	89.0	2061	661759	54.10	1	4	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.076	4	-0.7083333	0.7083333	3.590833	1.399167	-0.8291667	0.8291667	strike	pass	called_strike
FC	4/16/2022	86.1	2.11	6.11	Ryu, Hyun Jin	462101	547943	called_strike	1	R	R	L	TOR	OAK	S	0	1	-0.52	3.24	1	1	Top	3.29	1.38	86.1	2007	661759	54.13	2	2	Cutter	0	0	0	0	0	0	0	156	0.000	-0.031	7	-0.7083333	0.7083333	3.410833	1.259167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	90.2	2.14	6.02	Ryu, Hyun Jin	476704	547943	called_strike	3	R	R	L	TOR	OAK	S	0	0	0.66	2.99	2	1	Top	3.51	1.60	90.2	1993	661759	54.03	3	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.017	9	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	78.7	2.40	5.86	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2.14	2.89	2	1	Top	3.45	1.46	78.6	1488	661759	54.13	3	2	Changeup	0	0	0	0	0	0	0	117	0.000	0.011	10	-0.7083333	0.7083333	3.570833	1.339167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	91.8	-1.88	6.13	Blackburn, Paul	606132	621112	called_strike	7	R	L	R	TOR	OAK	S	0	0	-0.53	1.71	0	1	Bot	3.49	1.63	91.5	1995	661759	54.34	4	1	Sinker	0	0	0	0	0	0	0	211	0.000	-0.034	13	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	92.8	-1.77	5.99	Blackburn, Paul	665489	621112	ball	13	R	R	R	TOR	OAK	B	0	0	-0.89	1.36	1	1	Bot	3.75	1.63	92.6	1949	661759	54.28	6	1	Sinker	0	0	0	0	0	0	0	208	0.000	0.007	18	-0.7083333	0.7083333	3.870833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	fail	ball
SI	4/16/2022	92.9	-1.72	6.01	Blackburn, Paul	666971	621112	called_strike	4	R	R	R	TOR	OAK	S	1	0	-0.34	2.61	1	1	Bot	3.37	1.60	92.8	1971	661759	54.29	7	2	Sinker	1	0	1	0	0	1	1	211	-0.034	-0.058	21	-0.7083333	0.7083333	3.490833	1.479167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	68.5	2.00	6.36	Ryu, Hyun Jin	669221	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.20	3.67	0	2	Top	3.40	1.54	67.7	2379	661759	54.34	8	1	Curveball	1	0	0	1	0	1	0	321	0.000	0.033	23	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	79.6	2.35	5.95	Ryu, Hyun Jin	675656	547943	blocked_ball	14	R	R	L	TOR	OAK	B	0	1	0.09	0.48	0	2	Top	3.43	1.57	79.9	1404	661759	53.81	10	2	Changeup	1	1	1	1	1	1	1	124	0.000	0.047	27	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	88.0	2.13	6.07	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.97	2.83	0	2	Top	3.70	1.79	88.3	2015	661759	53.94	11	1	4-Seam Fastball	1	2	2	1	2	1	2	135	0.000	0.055	30	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	87.5	2.04	5.99	Ryu, Hyun Jin	665506	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.16	1.97	0	2	Top	3.47	1.49	87.9	1932	661759	53.90	12	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.047	34	-0.7083333	0.7083333	3.590833	1.369167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	87.9	1.95	6.07	Ryu, Hyun Jin	623515	547943	called_strike	2	R	R	L	TOR	OAK	S	0	0	-0.12	3.33	1	2	Top	3.51	1.57	87.9	1963	661759	54.04	13	1	4-Seam Fastball	1	3	3	1	3	1	3	136	0.000	-0.043	36	-0.7083333	0.7083333	3.630833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	71.9	1.89	6.18	Ryu, Hyun Jin	623515	547943	blocked_ball	13	R	R	L	TOR	OAK	B	0	1	-1.67	0.31	1	2	Top	3.47	1.60	71.5	2613	661759	54.00	13	2	Curveball	1	3	3	1	3	1	3	328	0.000	0.029	37	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.3	2.02	6.03	Ryu, Hyun Jin	640461	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-1.18	2.05	2	2	Top	3.47	1.60	85.9	2004	661759	53.86	14	1	Cutter	1	3	3	1	3	1	3	155	0.000	0.037	39	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	80.8	-1.71	6.12	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.39	1.06	0	2	Bot	3.37	1.57	80.3	2550	661759	54.35	15	2	Slider	1	3	1	3	3	1	1	26	0.000	0.025	43	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.7	-1.63	5.97	Blackburn, Paul	656305	621112	ball	13	R	R	R	TOR	OAK	B	1	1	-0.50	1.35	0	2	Bot	3.48	1.54	92.9	1851	661759	54.16	15	3	Sinker	1	3	1	3	3	1	1	208	0.000	0.049	44	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.7	-1.65	6.19	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	2	1	0.00	0.72	0	2	Bot	3.45	1.63	87.8	1909	661759	54.06	15	4	Changeup	1	3	1	3	3	1	1	220	0.000	0.114	45	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	93.3	-1.56	6.01	Blackburn, Paul	656305	621112	called_strike	9	R	R	R	TOR	OAK	S	3	1	0.78	1.60	0	2	Bot	3.53	1.68	93.5	1963	661759	54.17	15	5	Sinker	1	3	1	3	3	1	1	205	0.000	-0.076	46	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	93.3	-1.70	5.93	Blackburn, Paul	641470	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.36	1.60	1	2	Bot	3.67	1.65	93.3	1950	661759	54.17	16	1	Sinker	1	3	1	3	3	1	1	212	0.000	0.023	49	-0.7083333	0.7083333	3.790833	1.529167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.5	-1.73	6.05	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	1	0	0.59	0.43	1	2	Bot	3.70	1.63	88.7	2030	661759	54.04	16	2	Changeup	1	3	1	3	3	1	1	224	0.000	0.044	50	-0.7083333	0.7083333	3.820833	1.509167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	-0.7083333	0.7083333	3.740833	1.419167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	-0.7083333	0.7083333	3.300833	1.399167	-0.8291667	0.8291667	ball	fail	called_strike
FC	4/16/2022	87.7	-1.52	6.09	Blackburn, Paul	672386	621112	ball	12	R	R	R	TOR	OAK	B	0	1	0.37	3.76	1	2	Bot	3.26	1.49	87.4	2562	661759	54.42	17	2	Cutter	1	3	1	3	3	1	1	159	0.000	0.031	55	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.3	-1.65	6.07	Blackburn, Paul	672386	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.92	0.84	1	2	Bot	3.26	1.46	87.3	1948	661759	54.12	17	3	Changeup	1	3	1	3	3	1	1	218	0.000	0.073	56	-0.7083333	0.7083333	3.380833	1.339167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	-0.7083333	0.7083333	3.610833	1.489167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	92.3	-1.55	6.09	Blackburn, Paul	669289	621112	ball	11	R	R	R	TOR	OAK	B	0	1	-1.09	2.81	2	2	Bot	3.59	1.60	92.5	2002	661759	54.18	18	2	Sinker	1	3	1	3	3	1	1	206	0.000	0.026	59	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.7	-1.44	6.00	Blackburn, Paul	669289	621112	called_strike	3	R	R	R	TOR	OAK	S	1	1	0.68	3.06	2	2	Bot	3.48	1.57	92.5	2157	661759	54.14	18	3	4-Seam Fastball	1	3	1	3	3	1	1	211	0.000	-0.051	60	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	87.6	2.25	6.02	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	0	0	1.34	2.39	0	3	Top	3.32	1.41	87.7	1903	661759	53.99	19	1	4-Seam Fastball	1	3	3	1	3	1	3	134	0.000	0.033	62	-0.7083333	0.7083333	3.440833	1.289167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	70.2	1.97	6.26	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	1	0	0.71	3.66	0	3	Top	3.10	1.35	69.7	2489	661759	54.16	19	2	Curveball	1	3	3	1	3	1	3	319	0.000	0.063	63	-0.7083333	0.7083333	3.220833	1.229167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.0	2.08	6.06	Ryu, Hyun Jin	462101	547943	ball	11	R	R	L	TOR	OAK	B	2	1	-1.42	2.85	0	3	Top	3.29	1.41	86.4	1973	661759	53.95	19	4	Cutter	1	3	3	1	3	1	3	150	0.000	0.114	65	-0.7083333	0.7083333	3.410833	1.289167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	89.1	2.04	5.92	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	1.39	2.54	1	3	Top	3.45	1.54	89.8	1926	661759	53.92	20	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.016	68	-0.7083333	0.7083333	3.570833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	71.8	1.86	6.18	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.77	1.37	1	3	Top	3.45	1.60	71.3	2538	661759	54.10	21	1	Curveball	1	3	3	1	3	1	3	324	0.000	0.042	70	-0.7083333	0.7083333	3.570833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	84.8	1.97	6.14	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	1	0	-1.32	2.01	1	3	Top	3.49	1.60	85.3	1963	661759	53.87	21	2	Cutter	1	3	3	1	3	1	3	157	0.000	0.080	71	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	-0.7083333	0.7083333	3.570833	1.589167	-0.8291667	0.8291667	ball	fail	called_strike
FC	4/16/2022	87.2	-1.64	6.09	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	0	1	1.03	3.87	0	3	Bot	3.67	1.74	87.5	2543	661759	54.37	24	2	Cutter	1	5	1	5	5	1	1	153	0.000	0.025	76	-0.7083333	0.7083333	3.790833	1.619167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.0	-1.60	6.05	Blackburn, Paul	605548	621112	ball	14	R	L	R	TOR	OAK	B	1	1	0.26	1.19	0	3	Bot	3.70	1.79	88.1	1962	661759	54.19	24	3	Changeup	1	5	1	5	5	1	1	219	0.000	0.049	77	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.5	-1.73	5.93	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.06	2.53	1	3	Bot	3.53	1.63	91.6	2026	661759	54.20	25	1	Sinker	1	5	1	5	5	1	1	215	0.000	0.023	80	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	80.6	-1.72	5.88	Blackburn, Paul	666182	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.34	1.78	2	3	Bot	3.73	1.71	80.1	2702	661759	54.24	26	2	Slider	1	5	1	5	5	1	1	40	0.000	0.011	83	-0.7083333	0.7083333	3.850833	1.589167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	-0.7083333	0.7083333	3.780833	1.599167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	88.1	2.01	5.92	Ryu, Hyun Jin	542194	547943	called_strike	8	R	R	L	TOR	OAK	S	0	0	-0.08	1.71	0	4	Top	3.62	1.71	88.4	1913	661759	53.83	27	1	4-Seam Fastball	1	5	5	1	5	1	5	135	0.000	-0.034	86	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
FC	4/16/2022	84.1	2.10	6.01	Ryu, Hyun Jin	542194	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.52	2.71	0	4	Top	3.73	1.74	84.8	1917	661759	53.97	27	2	Cutter	1	5	5	1	5	1	5	156	0.000	0.025	87	-0.7083333	0.7083333	3.850833	1.619167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.6	2.06	6.05	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	1	1	0.19	4.65	0	4	Top	3.78	1.79	87.1	1984	661759	53.96	27	3	Cutter	1	5	5	1	5	1	5	149	0.000	0.049	88	-0.7083333	0.7083333	3.900833	1.669167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	71.6	1.91	6.13	Ryu, Hyun Jin	665506	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.60	0.49	1	4	Top	3.47	1.63	71.3	2647	661759	54.08	28	1	Curveball	1	5	5	1	5	1	5	326	0.000	0.023	90	-0.7083333	0.7083333	3.590833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	90.0	2.09	5.83	Ryu, Hyun Jin	623515	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.00	0.92	2	4	Top	3.47	1.57	90.1	2030	661759	53.85	29	1	4-Seam Fastball	1	5	5	1	5	1	5	133	0.000	0.015	93	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	80.1	-1.76	5.98	Blackburn, Paul	666971	621112	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.32	2.64	1	4	Bot	3.59	1.71	79.5	2602	661759	54.40	31	1	Slider	1	5	1	5	5	1	1	41	0.000	-0.024	97	-0.7083333	0.7083333	3.710833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	91.6	-1.55	5.99	Blackburn, Paul	666971	621112	ball	13	R	R	R	TOR	OAK	B	0	1	-1.39	0.63	1	4	Bot	3.55	1.65	91.3	2066	661759	54.18	31	2	Sinker	1	5	1	5	5	1	1	208	0.000	0.016	98	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.8	-1.55	5.96	Blackburn, Paul	666971	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.01	0.42	1	4	Bot	3.48	1.68	92.9	2066	661759	54.16	31	3	Sinker	1	5	1	5	5	1	1	221	0.000	0.033	99	-0.7083333	0.7083333	3.600833	1.559167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	80.3	-1.46	6.08	Blackburn, Paul	656305	621112	blocked_ball	14	R	R	R	TOR	OAK	B	0	1	0.80	0.65	1	4	Bot	3.37	1.57	79.7	2821	661759	54.23	32	2	Curveball	1	5	1	5	5	1	1	25	0.000	0.031	102	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.3	-1.54	6.12	Blackburn, Paul	641470	621112	called_strike	5	R	L	R	TOR	OAK	S	0	0	-0.07	3.00	1	4	Bot	3.64	1.68	87.1	1898	661759	54.25	33	1	Changeup	1	5	1	5	5	1	1	215	0.000	-0.081	104	-0.7083333	0.7083333	3.760833	1.559167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	86.6	-1.67	6.06	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	0	1	0.38	1.02	1	4	Bot	3.67	1.60	86.7	1809	661759	54.06	33	2	Changeup	1	5	1	5	5	1	1	220	0.000	0.055	105	-0.7083333	0.7083333	3.790833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.3	-1.50	6.13	Blackburn, Paul	641470	621112	ball	11	R	L	R	TOR	OAK	B	1	1	-1.18	4.37	1	4	Bot	3.70	1.68	91.3	1976	661759	54.18	33	3	Sinker	1	5	1	5	5	1	1	211	0.000	0.072	106	-0.7083333	0.7083333	3.820833	1.559167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	79.6	-1.64	5.96	Blackburn, Paul	672386	621112	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.29	2.87	1	4	Bot	3.23	1.46	79.2	2639	661759	54.28	34	1	Slider	2	5	2	5	5	2	2	45	0.000	-0.081	110	-0.7083333	0.7083333	3.350833	1.339167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	-0.7083333	0.7083333	3.360833	1.369167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	91.4	-0.80	5.87	Thornton, Trent	462101	663423	ball	11	R	R	R	TOR	OAK	B	0	0	-1.58	3.71	0	5	Top	3.18	1.43	91.1	2142	661759	54.43	36	1	Sinker	2	5	5	2	5	2	5	199	0.000	0.059	114	-0.7083333	0.7083333	3.300833	1.309167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.5	-0.77	5.82	Thornton, Trent	462101	663423	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.65	2.52	0	5	Top	3.18	1.35	93.1	2305	661759	54.41	36	2	4-Seam Fastball	2	5	5	2	5	2	5	204	0.000	-0.074	115	-0.7083333	0.7083333	3.300833	1.229167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	93.4	-0.82	5.75	Thornton, Trent	476704	663423	ball	13	R	L	R	TOR	OAK	B	0	0	-0.20	0.47	2	5	Top	3.53	1.65	92.8	2226	661759	54.31	37	1	4-Seam Fastball	2	5	5	2	5	2	5	202	0.000	0.015	117	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	78.6	-0.76	5.96	Thornton, Trent	476704	663423	ball	14	R	L	R	TOR	OAK	B	1	0	0.82	0.90	2	5	Top	3.45	1.57	77.8	3001	661759	54.62	37	2	Curveball	2	5	5	2	5	2	5	25	0.000	0.023	118	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.2	-0.61	5.77	Thornton, Trent	476704	663423	called_strike	4	R	L	R	TOR	OAK	S	2	0	-0.40	2.30	2	5	Top	3.48	1.65	91.8	2416	661759	54.35	37	3	4-Seam Fastball	2	5	5	2	5	2	5	205	0.000	-0.023	119	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	86.6	-1.65	6.08	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	0	0	0.08	0.92	0	5	Bot	3.51	1.54	86.9	1884	661759	54.12	38	1	Changeup	2	5	2	5	5	2	2	218	0.000	0.033	121	-0.7083333	0.7083333	3.630833	1.419167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.4	-1.52	6.09	Blackburn, Paul	669289	621112	called_strike	9	R	R	R	TOR	OAK	S	1	0	0.73	1.78	0	5	Bot	3.53	1.60	85.7	2595	661759	54.24	38	2	Cutter	2	5	2	5	5	2	2	129	0.000	-0.043	122	-0.7083333	0.7083333	3.650833	1.479167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	93.1	-1.43	5.94	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	1	2	2.30	2.24	0	5	Bot	3.48	1.54	93.2	2233	661759	54.13	38	4	Sinker	2	5	2	5	5	2	2	205	0.000	0.037	124	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.0	-1.63	6.07	Blackburn, Paul	605548	621112	ball	11	R	L	R	TOR	OAK	B	0	0	-1.53	2.85	1	5	Bot	3.73	1.76	86.9	1920	661759	54.25	39	1	Changeup	2	5	2	5	5	2	2	212	0.000	0.023	126	-0.7083333	0.7083333	3.850833	1.639167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.0	-1.73	5.88	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	1	2	0.20	4.91	1	5	Bot	3.73	1.79	91.7	2268	661759	54.21	39	4	4-Seam Fastball	2	5	2	5	5	2	2	213	0.000	0.023	129	-0.7083333	0.7083333	3.850833	1.669167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	80.4	-1.71	5.84	Blackburn, Paul	605548	621112	called_strike	14	R	L	R	TOR	OAK	S	2	2	0.61	1.67	1	5	Bot	3.75	1.79	79.7	2764	661759	54.23	39	5	Slider	2	5	2	5	5	2	2	38	-0.016	-0.134	130	-0.7083333	0.7083333	3.870833	1.669167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	-0.7083333	0.7083333	3.610833	1.639167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	77.9	-1.98	5.84	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	1	-1.60	1.98	2	5	Bot	3.53	1.63	77.0	2709	661759	54.43	40	2	Slider	2	5	2	5	5	2	2	42	0.000	0.011	132	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.8	-1.61	5.91	Blackburn, Paul	606132	621112	ball	12	R	L	R	TOR	OAK	B	1	1	1.19	3.71	2	5	Bot	3.51	1.68	85.8	2602	661759	54.28	40	3	Cutter	2	5	2	5	5	2	2	126	0.000	0.021	133	-0.7083333	0.7083333	3.630833	1.559167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.0	-1.61	6.06	Blackburn, Paul	606132	621112	ball	14	R	L	R	TOR	OAK	B	2	1	1.53	0.56	2	5	Bot	3.48	1.74	87.0	1914	661759	54.21	40	4	Changeup	2	5	2	5	5	2	2	219	0.000	0.039	134	-0.7083333	0.7083333	3.600833	1.619167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	93.2	-0.60	5.86	Thornton, Trent	641914	663423	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.33	3.20	1	6	Top	3.37	1.49	93.0	2357	661759	54.47	42	1	4-Seam Fastball	2	5	5	2	5	2	5	196	0.000	-0.024	138	-0.7083333	0.7083333	3.490833	1.369167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	92.9	-0.76	5.83	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	0	2	0.94	2.03	1	6	Top	3.45	1.57	92.8	2463	661759	54.32	42	3	4-Seam Fastball	2	5	5	2	5	2	5	198	0.000	0.011	140	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	82.3	-1.47	5.31	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	1	2	2.36	1.56	1	6	Top	3.48	1.57	81.6	2916	661759	54.51	42	4	Slider	2	5	5	2	5	2	5	71	0.000	0.023	141	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	-0.7083333	0.7083333	3.330833	1.309167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	82.0	-1.27	5.38	Thornton, Trent	675656	663423	ball	14	R	R	R	TOR	OAK	B	0	2	1.86	1.55	2	6	Top	3.37	1.54	81.6	3015	661759	54.41	43	3	Slider	2	5	5	2	5	2	5	60	0.000	0.011	146	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	94.3	-1.78	5.66	Acevedo, Domingo	666182	642758	ball	12	R	R	R	TOR	OAK	B	0	0	1.21	2.68	0	6	Bot	3.73	1.63	92.5	2200	661759	55.01	44	1	4-Seam Fastball	2	5	2	5	5	2	2	229	0.000	0.033	148	-0.7083333	0.7083333	3.850833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	-0.7083333	0.7083333	3.780833	1.569167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	93.9	-1.74	5.64	Acevedo, Domingo	665489	642758	ball	12	R	R	R	TOR	OAK	B	0	0	0.91	4.43	1	6	Bot	3.70	1.65	92.0	2195	661759	55.03	45	1	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	0.023	151	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	88.1	-2.14	5.69	Acevedo, Domingo	666971	642758	called_strike	8	R	R	R	TOR	OAK	S	0	0	-0.19	1.99	2	6	Bot	3.55	1.63	86.5	2141	661759	55.27	46	1	Slider	2	5	2	5	5	2	2	247	0.000	-0.017	154	-0.7083333	0.7083333	3.670833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	93.6	-1.86	5.59	Acevedo, Domingo	666971	642758	ball	13	R	R	R	TOR	OAK	B	0	1	-1.29	2.51	2	6	Bot	3.55	1.68	92.1	2178	661759	54.94	46	2	4-Seam Fastball	2	5	2	5	5	2	2	235	0.000	0.011	155	-0.7083333	0.7083333	3.670833	1.559167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.3	-1.68	5.49	Acevedo, Domingo	666971	642758	ball	12	R	R	R	TOR	OAK	B	1	1	1.57	3.12	2	6	Bot	3.51	1.63	91.0	2249	661759	55.33	46	3	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.021	156	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.2	-1.86	5.47	Acevedo, Domingo	666971	642758	ball	11	R	R	R	TOR	OAK	B	2	1	-0.60	3.72	2	6	Bot	3.55	1.74	91.8	2126	661759	54.90	46	4	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.039	157	-0.7083333	0.7083333	3.670833	1.619167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.4	-1.62	5.51	Acevedo, Domingo	666971	642758	called_strike	6	R	R	R	TOR	OAK	S	3	1	0.66	2.47	2	6	Bot	3.55	1.65	90.1	2212	661759	55.29	46	5	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	-0.036	158	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	85.5	-2.09	5.91	Acevedo, Domingo	672386	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	-0.24	2.54	2	6	Bot	3.26	1.49	83.9	2154	661759	55.18	49	1	Slider	5	5	5	5	5	5	5	242	0.000	-0.017	162	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	92.6	-1.84	5.69	Acevedo, Domingo	669289	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.03	2.51	2	6	Bot	3.51	1.52	90.8	2147	661759	55.03	50	1	4-Seam Fastball	5	5	5	5	5	5	5	231	0.000	-0.035	164	-0.7083333	0.7083333	3.630833	1.399167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	85.9	-1.82	5.95	Acevedo, Domingo	669289	642758	ball	14	R	R	R	TOR	OAK	B	0	1	0.10	0.83	2	6	Bot	3.43	1.57	84.7	1955	661759	54.82	50	2	Changeup	5	5	5	5	5	5	5	247	0.000	0.026	165	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	86.9	-2.16	5.82	Acevedo, Domingo	669289	642758	ball	13	R	R	R	TOR	OAK	B	1	1	-1.07	2.22	2	6	Bot	3.45	1.57	85.6	2049	661759	55.11	50	3	Slider	5	5	5	5	5	5	5	244	0.000	0.029	166	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	82.5	-1.51	6.28	Grimm, Justin	605548	518748	ball	14	R	L	R	TOR	OAK	B	0	1	1.72	2.39	2	6	Bot	3.67	1.68	83.0	2195	661759	53.60	51	2	Curveball	5	5	5	5	5	5	5	33	0.000	0.037	169	-0.7083333	0.7083333	3.790833	1.559167	-0.8291667	0.8291667	ball	pass	ball
KC	4/16/2022	79.6	-2.53	6.21	Phelps, David	542194	475479	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.14	2.90	0	7	Top	3.75	1.74	78.1	2505	661759	55.39	52	1	Knuckle Curve	5	5	5	5	5	5	5	42	0.000	-0.034	172	-0.7083333	0.7083333	3.870833	1.619167	-0.8291667	0.8291667	strike	pass	called_strike
KC	4/16/2022	78.2	-2.46	6.26	Phelps, David	542194	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.50	0.44	0	7	Top	3.62	1.71	76.3	2554	661759	55.44	52	3	Knuckle Curve	5	5	5	5	5	5	5	30	0.000	0.017	174	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	89.4	-2.46	6.20	Phelps, David	542194	475479	ball	13	R	R	R	TOR	OAK	B	1	2	-0.33	1.41	0	7	Top	3.48	1.65	88.1	2403	661759	55.31	52	4	Cutter	5	5	5	5	5	5	5	208	0.000	0.037	175	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	93.6	-2.35	6.13	Phelps, David	665506	475479	called_strike	8	R	R	R	TOR	OAK	S	0	1	-0.25	1.60	1	7	Top	3.47	1.57	91.9	2182	661759	55.12	53	2	Sinker	5	5	5	5	5	5	5	212	0.000	-0.031	178	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
KC	4/16/2022	80.3	-2.46	6.17	Phelps, David	665506	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.16	0.98	1	7	Top	3.47	1.57	78.8	2615	661759	55.41	53	5	Knuckle Curve	5	5	5	5	5	5	5	29	0.000	0.011	181	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass	ball
KC	4/16/2022	81.3	-2.59	6.17	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	0	0	-0.28	1.13	2	7	Top	3.56	1.65	79.6	2605	661759	55.39	54	1	Knuckle Curve	5	5	5	5	5	5	5	35	0.000	0.015	183	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	pass	ball
KC	4/16/2022	80.1	-2.67	6.24	Phelps, David	664913	475479	ball	11	R	L	R	TOR	OAK	B	1	0	-0.91	3.67	2	7	Top	3.51	1.60	78.4	2581	661759	55.48	54	2	Knuckle Curve	5	5	5	5	5	5	5	39	0.000	0.023	184	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	89.1	-2.58	6.14	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	2	0	-0.10	1.09	2	7	Top	3.64	1.60	87.6	2426	661759	55.32	54	3	Cutter	5	5	5	5	5	5	5	194	0.000	0.042	185	-0.7083333	0.7083333	3.760833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.2	-1.76	6.27	Grimm, Justin	606132	518748	called_strike	1	R	L	R	TOR	OAK	S	0	0	-0.51	3.20	0	7	Bot	3.49	1.71	92.5	2176	661759	53.74	55	1	4-Seam Fastball	5	5	5	5	5	5	5	210	0.000	-0.034	188	-0.7083333	0.7083333	3.610833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	83.9	-1.96	6.06	Grimm, Justin	606132	518748	ball	14	R	L	R	TOR	OAK	B	0	2	2.50	0.51	0	7	Bot	3.49	1.60	83.9	2506	661759	53.71	55	3	Curveball	5	5	5	5	5	5	5	37	0.000	0.017	190	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	-0.7083333	0.7083333	3.820833	1.589167	-0.8291667	0.8291667	ball	fail	called_strike
CU	4/16/2022	83.6	-1.86	6.12	Grimm, Justin	665489	518748	ball	14	R	R	R	TOR	OAK	B	0	1	1.47	0.75	2	7	Bot	3.59	1.60	83.5	2464	661759	53.78	57	2	Curveball	5	5	5	5	5	5	5	40	0.000	0.011	194	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	-0.7083333	0.7083333	3.380833	1.259167	-0.8291667	0.8291667	strike	fail	ball
CU	4/16/2022	79.7	-2.82	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	0	1	0.84	0.87	1	8	Top	3.29	1.35	78.3	2749	661759	54.89	59	2	Curveball	5	5	5	5	5	5	5	56	0.000	0.016	200	-0.7083333	0.7083333	3.410833	1.229167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	81.0	-2.85	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	1	1	1.01	0.94	1	8	Top	3.34	1.38	79.8	2662	661759	54.82	59	3	Curveball	5	5	5	5	5	5	5	83	0.000	0.033	201	-0.7083333	0.7083333	3.460833	1.259167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	93.6	-2.77	5.09	Garcia, Yimi	462101	554340	ball	13	R	R	R	TOR	OAK	B	2	2	-0.27	0.63	1	8	Top	3.40	1.41	92.3	2210	661759	54.60	59	5	Sinker	5	5	5	5	5	5	5	226	0.000	0.073	203	-0.7083333	0.7083333	3.520833	1.289167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	-0.7083333	0.7083333	3.350833	1.289167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	87.6	-2.83	5.17	Garcia, Yimi	476704	554340	ball	14	R	L	R	TOR	OAK	B	0	0	1.42	2.26	1	8	Top	3.59	1.85	86.6	2437	661759	54.83	60	1	Slider	5	5	5	5	5	5	5	199	0.000	0.042	205	-0.7083333	0.7083333	3.710833	1.729167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.9	-2.81	5.17	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	1	0	-1.24	1.37	1	8	Top	3.59	1.74	90.5	2138	661759	54.80	60	2	Sinker	5	5	5	5	5	5	5	225	0.000	0.080	206	-0.7083333	0.7083333	3.710833	1.619167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	93.0	-2.88	5.13	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	2	0	-1.29	2.07	1	8	Top	3.56	1.74	91.7	2179	661759	54.84	60	3	Sinker	5	5	5	5	5	5	5	220	0.000	0.108	207	-0.7083333	0.7083333	3.680833	1.619167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	90.7	-2.65	5.20	Garcia, Yimi	476704	554340	ball	11	R	L	R	TOR	OAK	B	3	0	-1.06	3.10	1	8	Top	3.51	1.63	89.6	2088	661759	54.74	60	4	Sinker	5	5	5	5	5	5	5	230	-0.066	0.150	208	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	94.2	-2.82	5.10	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	0	0	-1.85	2.16	1	8	Top	3.53	1.68	93.3	2192	661759	54.63	61	1	Sinker	5	5	5	5	5	5	5	228	0.000	0.063	209	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	89.4	-2.84	5.12	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	1	0	0.08	2.13	1	8	Top	3.49	1.63	88.7	2455	661759	54.75	61	2	Slider	5	5	5	5	5	5	5	207	0.000	-0.089	210	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	87.1	-2.73	5.22	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	1	1	-0.41	1.29	1	8	Top	3.49	1.68	86.0	1757	661759	54.69	61	3	Changeup	5	5	5	5	5	5	5	246	0.000	0.072	211	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.3	-2.73	5.23	Garcia, Yimi	669221	554340	ball	11	R	R	R	TOR	OAK	B	2	1	-1.60	2.63	1	8	Top	3.49	1.68	90.7	2078	661759	54.91	61	4	Sinker	5	5	5	5	5	5	5	228	-0.107	0.172	212	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	94.6	-2.88	5.00	Garcia, Yimi	669221	554340	called_strike	5	R	R	R	TOR	OAK	S	3	1	0.14	2.78	1	8	Top	3.43	1.63	93.9	2285	661759	54.69	61	5	4-Seam Fastball	5	5	5	5	5	5	5	236	0.000	-0.203	213	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	94.3	-2.86	5.03	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	3	2	-0.18	1.98	1	8	Top	3.43	1.63	93.9	2346	661759	54.61	61	6	4-Seam Fastball	5	5	5	5	5	5	5	229	0.164	-0.680	214	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	-0.7083333	0.7083333	3.300833	1.419167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	-0.7083333	0.7083333	3.520833	1.529167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	81.6	-0.20	6.61	Jiménez, Dany	666971	666204	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.76	2.90	0	8	Bot	3.48	1.71	80.5	2267	661759	54.87	63	2	Slider	5	5	5	5	5	5	5	115	0.000	-0.043	218	-0.7083333	0.7083333	3.600833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	94.8	-0.27	6.48	Jiménez, Dany	666971	666204	ball	12	R	R	R	TOR	OAK	B	1	2	0.10	5.78	0	8	Bot	3.55	1.60	93.9	2218	661759	54.73	63	4	4-Seam Fastball	5	5	5	5	5	5	5	192	0.000	0.037	220	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	83.3	-0.08	6.44	Jiménez, Dany	666971	666204	ball	14	R	R	R	TOR	OAK	B	2	2	0.91	1.35	0	8	Bot	3.55	1.60	82.7	2370	661759	54.74	63	5	Slider	5	5	5	5	5	5	5	92	0.000	0.103	221	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	82.9	-0.18	6.54	Jiménez, Dany	656305	666204	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.60	2.48	1	8	Bot	3.37	1.57	82.3	2415	661759	54.85	64	1	Slider	5	5	5	5	5	5	5	83	0.000	-0.024	223	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	94.4	0.02	6.45	Jiménez, Dany	656305	666204	ball	12	R	R	R	TOR	OAK	B	0	1	1.26	3.78	1	8	Bot	3.45	1.57	93.6	2191	661759	54.55	64	2	4-Seam Fastball	5	5	5	5	5	5	5	196	0.000	0.016	224	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	82.1	-0.21	6.45	Jiménez, Dany	656305	666204	called_strike	9	R	R	R	TOR	OAK	S	1	1	0.75	1.86	1	8	Bot	3.37	1.54	81.6	2395	661759	54.75	64	3	Slider	5	5	5	5	5	5	5	86	0.000	-0.036	225	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	-0.7083333	0.7083333	3.500833	1.519167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	-0.7083333	0.7083333	3.850833	1.559167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	81.6	-0.21	6.44	Jiménez, Dany	641470	666204	called_strike	9	R	L	R	TOR	OAK	S	1	0	0.62	2.25	2	8	Bot	3.70	1.65	80.8	2360	661759	54.86	65	2	Slider	5	5	5	5	5	5	5	76	0.000	-0.021	228	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	83.2	-0.01	6.44	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	1	2	0.86	-0.14	2	8	Bot	3.56	1.57	82.9	2290	661759	54.49	65	4	Slider	5	5	5	5	5	5	5	131	0.000	0.014	230	-0.7083333	0.7083333	3.680833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	83.5	-0.23	6.40	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	2	2	1.10	-1.78	2	8	Bot	3.53	1.65	82.3	2252	661759	54.65	65	5	Slider	5	5	5	5	5	5	5	28	0.000	0.033	231	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	81.5	-1.62	6.05	Merryweather, Julian	641856	657240	ball	13	R	L	R	TOR	OAK	B	0	2	-0.99	1.08	0	9	Top	3.29	1.46	82.2	1299	661759	53.89	66	4	Changeup	5	5	5	5	5	5	5	221	0.000	0.017	236	-0.7083333	0.7083333	3.410833	1.339167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	-0.7083333	0.7083333	3.420833	1.489167	-0.8291667	0.8291667	ball	fail	called_strike
CU	4/16/2022	80.0	-1.79	6.00	Merryweather, Julian	542194	657240	called_strike	1	R	R	R	TOR	OAK	S	0	0	-0.33	3.21	1	9	Top	3.56	1.71	79.9	2347	661759	54.02	67	1	Curveball	5	5	5	5	5	5	5	25	0.000	-0.024	238	-0.7083333	0.7083333	3.680833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	80.4	-1.80	5.99	Merryweather, Julian	542194	657240	ball	11	R	R	R	TOR	OAK	B	0	2	-1.14	4.13	1	9	Top	3.49	1.65	80.5	2055	661759	53.97	67	6	Curveball	5	5	5	5	5	5	5	33	0.000	0.011	243	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	97.2	-1.88	5.95	Merryweather, Julian	665506	657240	ball	13	R	R	R	TOR	OAK	B	0	0	-0.11	1.28	1	9	Top	3.51	1.60	97.9	2271	661759	53.76	68	1	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.042	246	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	81.8	-1.78	6.07	Merryweather, Julian	664913	657240	called_strike	9	R	L	R	TOR	OAK	S	0	0	0.31	2.08	1	9	Top	3.41	1.62	82.5	1374	661759	53.77	69	1	Changeup	5	7	7	5	7	5	7	222	0.000	-0.024	248	-0.7083333	0.7083333	3.530833	1.499167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	80.1	-1.86	6.04	Merryweather, Julian	664913	657240	ball	11	R	L	R	TOR	OAK	B	0	1	-1.28	4.49	1	9	Top	3.40	1.54	80.2	1812	661759	54.00	69	2	Curveball	5	7	7	5	7	5	7	27	0.000	0.016	249	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	fail	ball
CH	4/16/2022	81.3	-1.65	6.08	Merryweather, Julian	664913	657240	called_strike	4	R	L	R	TOR	OAK	S	2	1	-0.32	2.45	1	9	Top	3.41	1.54	81.5	1342	661759	53.94	69	4	Changeup	5	7	7	5	7	5	7	222	0.000	-0.046	251	-0.7083333	0.7083333	3.530833	1.419167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	89.0	-1.74	6.02	Merryweather, Julian	640461	657240	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.79	2.37	2	9	Top	3.62	1.65	89.6	2241	661759	53.82	70	1	Slider	5	7	7	5	7	5	7	352	0.000	-0.017	253	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	96.8	-1.33	6.22	Trivino, Lou	672386	642152	ball	12	R	R	R	TOR	OAK	B	0	0	1.06	2.37	0	9	Bot	2.93	1.32	96.4	2059	661759	54.06	71	1	4-Seam Fastball	5	7	5	7	7	5	5	227	0.000	0.033	256	-0.7083333	0.7083333	3.050833	1.199167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	96.7	-1.35	6.11	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	1	0	1.51	2.05	0	9	Bot	3.18	1.40	96.4	1960	661759	54.08	71	2	4-Seam Fastball	5	7	5	7	7	5	5	226	0.000	0.063	257	-0.7083333	0.7083333	3.300833	1.279167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.7	-1.41	6.14	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	2	0	0.96	1.55	0	9	Bot	2.96	1.29	96.4	2113	661759	54.14	71	3	Sinker	5	7	5	7	7	5	5	223	0.000	0.134	258	-0.7083333	0.7083333	3.080833	1.169167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	96.3	-1.38	6.21	Trivino, Lou	672386	642152	called_strike	3	R	R	R	TOR	OAK	S	3	0	0.54	2.75	0	9	Bot	3.04	1.38	95.5	1980	661759	54.30	71	4	4-Seam Fastball	5	7	5	7	7	5	5	219	0.000	-0.076	259	-0.7083333	0.7083333	3.160833	1.259167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	96.9	-1.45	6.16	Trivino, Lou	672386	642152	ball	11	R	R	R	TOR	OAK	B	3	1	-0.64	3.29	0	9	Bot	3.15	1.46	96.7	2081	661759	54.11	71	5	Sinker	5	7	5	7	7	5	5	221	0.090	0.245	260	-0.7083333	0.7083333	3.270833	1.339167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	fail	called_strike
CH	4/16/2022	87.6	-1.36	6.09	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	0	2	0.83	1.00	0	9	Bot	3.56	1.49	87.7	1851	661759	53.88	72	3	Changeup	5	7	5	7	7	5	5	261	0.000	0.042	263	-0.7083333	0.7083333	3.680833	1.369167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	97.5	-1.33	6.20	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	1	2	0.53	1.46	0	9	Bot	3.59	1.60	97.0	2123	661759	54.24	72	4	Sinker	5	7	5	7	7	5	5	222	0.000	0.085	264	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	93.8	-1.16	6.28	Trivino, Lou	543807	642152	ball	14	R	R	R	TOR	OAK	B	0	0	1.66	2.08	1	9	Bot	3.49	1.51	93.7	2237	661759	54.27	73	1	Cutter	5	7	5	7	7	5	5	212	0.000	0.042	266	-0.7083333	0.7083333	3.610833	1.389167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.4	-1.28	6.23	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	1	1	-0.86	4.10	1	9	Bot	3.49	1.49	96.4	2006	661759	54.28	73	3	Sinker	5	7	5	7	7	5	5	244	0.000	0.073	268	-0.7083333	0.7083333	3.610833	1.369167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.0	-1.52	6.14	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	2	1	-0.99	2.84	1	9	Bot	3.45	1.51	88.0	1660	661759	54.12	73	4	Changeup	5	7	5	7	7	5	5	263	0.000	0.102	269	-0.7083333	0.7083333	3.570833	1.389167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.2	-1.42	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	0	0	-2.18	3.94	2	9	Bot	3.48	1.62	96.0	2023	661759	54.28	74	1	Sinker	5	7	5	7	7	5	5	219	0.002	0.032	272	-0.7083333	0.7083333	3.600833	1.499167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.4	-1.45	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	1	1	-1.55	2.95	2	9	Bot	3.49	1.65	88.0	1701	661759	54.32	74	3	Changeup	5	7	5	7	7	5	5	263	0.000	0.036	274	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.0	2.15	6.06	Ryu, Hyun Jin	640461	547943	hit_into_play	1	R	R	L	TOR	OAK	X	3	1	-0.48	2.98	0	1	Top	3.47	1.59	84.8	1993	661759	54.14	1	5	Cutter	0	0	0	0	0	0	0	152	0.022	-0.375	5	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	88.9	2.01	6.08	Ryu, Hyun Jin	462101	547943	swinging_strike	4	R	R	L	TOR	OAK	S	0	0	-0.31	2.62	1	1	Top	3.37	1.53	88.6	2017	661759	53.93	2	1	4-Seam Fastball	0	0	0	0	0	0	0	133	0.000	-0.024	6	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FC	4/16/2022	87.3	2.02	6.06	Ryu, Hyun Jin	462101	547943	hit_into_play	13	R	R	L	TOR	OAK	X	0	2	-1.30	2.41	1	1	Top	3.37	1.53	87.4	2003	661759	54.01	2	3	Cutter	0	0	0	0	0	0	0	151	0.015	-0.100	8	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	70.6	1.84	6.23	Ryu, Hyun Jin	476704	547943	foul	6	R	R	L	TOR	OAK	S	1	1	0.31	2.40	2	1	Top	3.37	1.53	69.7	2586	661759	54.23	3	3	Curveball	0	0	0	0	0	0	0	328	0.000	-0.023	11	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	86.9	-2.00	6.16	Blackburn, Paul	606132	621112	foul	14	R	L	R	TOR	OAK	S	0	1	0.01	1.47	0	1	Bot	3.49	1.60	86.9	2062	661759	54.23	4	2	Changeup	0	0	0	0	0	0	0	220	0.000	-0.046	14	NA	NA	NA	NA	NA	NA	foul	pass	foul
CU	4/16/2022	79.9	-1.90	6.03	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	0	2	0.77	1.91	0	1	Bot	3.49	1.60	79.0	2594	661759	54.38	4	3	Curveball	0	0	0	0	0	0	0	25	0.060	0.714	15	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	88.6	-1.81	6.09	Blackburn, Paul	666182	621112	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	0.30	2.72	0	1	Bot	3.37	1.53	88.6	2448	661759	54.30	5	1	Cutter	0	0	0	0	0	0	0	181	0.000	-0.056	16	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	92.6	-1.66	6.08	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	0	1	-0.97	2.54	0	1	Bot	3.37	1.53	92.6	2057	661759	54.25	5	2	Sinker	0	0	0	0	0	0	0	211	-0.010	-0.205	17	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	89.0	-1.74	6.09	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	1	0	-0.44	1.06	1	1	Bot	3.47	1.59	89.1	2003	661759	54.13	6	2	Sinker	0	0	0	0	0	1	1	225	0.054	0.530	19	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.7	-1.67	6.01	Blackburn, Paul	666971	621112	hit_into_play	6	R	R	R	TOR	OAK	X	1	1	0.55	2.86	2	1	Bot	3.55	1.63	92.7	1979	661759	54.19	7	3	Sinker	1	0	1	0	0	1	1	219	-0.009	-0.093	22	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	78.3	2.16	6.02	Ryu, Hyun Jin	669221	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	0.46	2.44	0	2	Top	3.49	1.60	78.4	1508	661759	53.95	8	2	Changeup	1	0	0	1	0	1	0	120	-0.066	0.600	24	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	69.9	2.17	6.32	Ryu, Hyun Jin	641914	547943	hit_into_play	1	R	R	L	TOR	OAK	X	0	0	-0.53	2.87	0	2	Top	3.37	1.53	69.2	2472	661759	54.25	9	1	Curveball	1	0	0	1	1	1	1	320	-0.106	0.654	25	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	79.1	2.38	5.95	Ryu, Hyun Jin	675656	547943	foul_bunt	3	R	R	L	TOR	OAK	S	0	0	0.30	2.82	0	2	Top	3.37	1.53	79.4	1727	661759	53.97	10	1	Changeup	1	1	1	1	1	1	1	124	0.000	-0.056	26	NA	NA	NA	NA	NA	NA	foul_bunt	pass	swinging_strike
FC	4/16/2022	84.6	2.03	6.14	Ryu, Hyun Jin	675656	547943	foul	13	R	R	L	TOR	OAK	S	1	1	-1.18	2.21	0	2	Top	3.37	1.53	85.2	1928	661759	53.98	10	3	Cutter	1	1	1	1	1	1	1	151	0.000	-0.090	28	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	88.3	2.15	6.04	Ryu, Hyun Jin	675656	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	2	-0.05	3.10	0	2	Top	3.37	1.53	88.3	2056	661759	53.84	10	4	4-Seam Fastball	1	1	1	1	2	1	2	134	-0.101	1.081	29	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	84.5	2.11	6.13	Ryu, Hyun Jin	542194	547943	swinging_strike	13	R	R	L	TOR	OAK	S	1	0	-1.19	1.95	0	2	Top	3.49	1.60	84.8	2052	661759	53.96	11	2	Cutter	1	2	2	1	2	1	2	158	0.000	-0.063	31	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FC	4/16/2022	85.5	2.11	6.14	Ryu, Hyun Jin	542194	547943	hit_into_play	1	R	R	L	TOR	OAK	X	1	1	-0.67	3.10	0	2	Top	3.49	1.60	85.8	1986	661759	53.95	11	3	Cutter	1	2	2	1	3	1	3	147	-0.088	0.991	32	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	87.5	2.07	6.03	Ryu, Hyun Jin	665506	547943	foul	6	R	R	L	TOR	OAK	S	0	0	0.52	2.55	0	2	Top	3.47	1.59	87.6	1928	661759	53.97	12	1	4-Seam Fastball	1	3	3	1	3	1	3	138	0.000	-0.056	33	NA	NA	NA	NA	NA	NA	foul	pass	foul
FC	4/16/2022	85.6	2.07	6.07	Ryu, Hyun Jin	665506	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	-0.07	3.16	0	2	Top	3.47	1.59	85.8	1959	661759	54.06	12	3	Cutter	1	3	3	1	3	1	3	150	0.032	-0.341	35	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	71.6	1.79	6.25	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	1	0.56	2.25	1	2	Top	3.47	1.59	71.1	2662	661759	54.02	13	3	Curveball	1	3	3	1	3	1	3	326	0.026	-0.305	38	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	85.0	1.98	6.02	Ryu, Hyun Jin	640461	547943	foul	1	R	R	L	TOR	OAK	S	1	0	-0.60	3.09	2	2	Top	3.47	1.59	85.9	1934	661759	53.77	14	2	Cutter	1	3	3	1	3	1	3	157	0.000	-0.053	40	NA	NA	NA	NA	NA	NA	foul	pass	foul
FC	4/16/2022	85.6	2.06	6.02	Ryu, Hyun Jin	640461	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	-0.15	3.36	2	2	Top	3.47	1.59	86.4	1863	661759	53.97	14	3	Cutter	1	3	3	1	3	1	3	146	0.026	-0.298	41	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.6	-1.47	6.01	Blackburn, Paul	656305	621112	foul	3	R	R	R	TOR	OAK	S	3	2	0.58	3.34	0	2	Bot	3.37	1.53	92.8	2062	661759	54.12	15	6	Sinker	1	3	1	3	3	1	1	202	0.000	0.000	47	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	93.6	-1.61	5.96	Blackburn, Paul	656305	621112	swinging_strike	9	R	R	R	TOR	OAK	S	3	2	0.28	1.84	0	2	Bot	3.37	1.53	93.8	2069	661759	54.07	15	7	Sinker	1	3	1	3	3	1	1	206	-0.024	-0.299	48	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	92.3	-1.75	6.04	Blackburn, Paul	641470	621112	swinging_strike	11	R	L	R	TOR	OAK	S	2	1	-1.25	3.40	1	2	Bot	3.49	1.60	92.5	1980	661759	54.18	16	4	Sinker	1	3	1	3	3	1	1	209	0.000	-0.046	52	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FF	4/16/2022	93.9	-1.80	5.90	Blackburn, Paul	641470	621112	hit_into_play	5	R	L	R	TOR	OAK	X	2	2	-0.25	2.43	1	2	Bot	3.49	1.60	93.8	2276	661759	54.17	16	5	4-Seam Fastball	1	3	1	3	3	1	1	210	0.027	0.284	53	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.3	-1.51	5.97	Blackburn, Paul	672386	621112	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	0.06	3.05	1	2	Bot	3.26	1.48	92.2	1995	661759	54.20	17	4	Sinker	1	3	1	3	3	1	1	205	-0.030	-0.357	57	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	93.4	-1.50	6.03	Blackburn, Paul	669289	621112	hit_into_play	7	R	R	R	TOR	OAK	X	1	2	-0.31	1.96	2	2	Bot	3.30	1.50	93.5	1989	661759	54.16	18	4	Sinker	1	3	1	3	3	1	1	207	-0.025	-0.158	61	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	88.3	2.14	5.91	Ryu, Hyun Jin	462101	547943	foul	8	R	R	L	TOR	OAK	S	2	0	-0.04	1.88	0	3	Top	3.37	1.53	88.7	1986	661759	53.78	19	3	4-Seam Fastball	1	3	3	1	3	1	3	130	0.000	-0.056	64	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	89.6	2.10	5.94	Ryu, Hyun Jin	462101	547943	hit_into_play	2	R	R	L	TOR	OAK	X	3	1	0.00	2.85	0	3	Top	3.37	1.53	89.8	1972	661759	54.06	19	5	4-Seam Fastball	1	3	3	1	3	1	3	134	0.017	-0.375	66	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	79.9	2.22	5.86	Ryu, Hyun Jin	476704	547943	swinging_strike	6	R	R	L	TOR	OAK	S	0	0	0.54	2.54	1	3	Top	3.37	1.53	80.2	1635	661759	53.88	20	1	Changeup	1	3	3	1	3	1	3	124	0.000	-0.024	67	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	79.4	2.15	5.84	Ryu, Hyun Jin	476704	547943	hit_into_play	7	R	R	L	TOR	OAK	X	1	1	-0.32	1.88	1	3	Top	3.37	1.53	79.8	1723	661759	53.88	20	3	Changeup	1	3	3	1	3	1	3	123	-0.018	0.270	69	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	88.2	2.09	5.87	Ryu, Hyun Jin	669221	547943	hit_into_play	5	R	R	L	TOR	OAK	X	2	0	0.23	2.65	1	3	Top	3.49	1.60	88.6	2015	661759	53.78	21	3	4-Seam Fastball	1	3	3	1	5	1	5	128	-0.137	1.597	72	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	71.5	1.91	6.13	Ryu, Hyun Jin	641914	547943	hit_into_play	8	R	R	L	TOR	OAK	X	0	0	-0.22	2.01	1	3	Top	3.37	1.53	70.8	2631	661759	54.12	22	1	Curveball	1	5	5	1	5	1	5	322	0.006	-0.156	73	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	78.8	2.23	5.87	Ryu, Hyun Jin	675656	547943	hit_into_play	14	R	R	L	TOR	OAK	X	0	0	0.83	2.34	2	3	Top	3.37	1.53	78.9	1564	661759	53.90	23	1	Changeup	1	5	5	1	5	1	5	122	0.005	-0.099	74	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.4	-1.72	6.11	Blackburn, Paul	605548	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	-1.21	2.31	0	3	Bot	3.55	1.63	86.4	1763	661759	54.31	24	4	Changeup	1	5	1	5	5	1	1	218	0.000	-0.066	78	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CU	4/16/2022	79.9	-1.73	5.96	Blackburn, Paul	605548	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	-0.39	2.18	0	3	Bot	3.55	1.63	79.0	2648	661759	54.35	24	5	Curveball	1	5	1	5	5	1	1	33	-0.019	-0.195	79	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.9	-1.66	6.13	Blackburn, Paul	606132	621112	hit_into_play	5	R	L	R	TOR	OAK	X	1	0	-0.05	2.20	1	3	Bot	3.49	1.60	87.1	1966	661759	54.22	25	2	Changeup	1	5	1	5	5	1	1	213	-0.012	-0.178	81	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	79.8	-1.59	6.05	Blackburn, Paul	666182	621112	foul	9	R	R	R	TOR	OAK	S	0	0	0.46	1.86	2	3	Bot	3.37	1.53	79.3	2675	661759	54.30	26	1	Slider	1	5	1	5	5	1	1	36	0.000	-0.017	82	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	92.5	-1.55	5.94	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	1	2	-1.04	2.89	2	3	Bot	3.37	1.53	92.8	1995	661759	54.12	26	4	Sinker	1	5	1	5	5	1	1	207	-0.007	-0.070	85	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	80.1	2.29	5.89	Ryu, Hyun Jin	542194	547943	hit_into_play	6	R	R	L	TOR	OAK	X	2	1	0.74	2.37	0	4	Top	3.49	1.60	80.2	1546	661759	53.88	27	4	Changeup	1	5	5	1	5	1	5	119	0.008	-0.261	89	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	80.0	2.24	5.92	Ryu, Hyun Jin	665506	547943	swinging_strike	6	R	R	L	TOR	OAK	S	1	0	0.31	2.35	1	4	Top	3.47	1.59	80.5	1648	661759	53.69	28	2	Changeup	1	5	5	1	5	1	5	123	0.000	-0.031	91	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	79.0	2.17	5.88	Ryu, Hyun Jin	665506	547943	hit_into_play	14	R	R	L	TOR	OAK	X	1	1	1.24	2.38	1	4	Top	3.47	1.59	79.1	1617	661759	53.99	28	3	Changeup	1	5	5	1	5	1	5	117	0.006	-0.148	92	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	89.7	2.19	5.90	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	0.65	2.21	2	4	Top	3.47	1.59	90.1	1986	661759	53.76	29	2	4-Seam Fastball	1	5	5	1	5	1	5	131	0.005	-0.114	94	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.2	-1.63	5.96	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	0	1	-1.11	2.27	0	4	Bot	3.47	1.59	92.2	2094	661759	54.20	30	2	Sinker	1	5	1	5	5	1	1	203	-0.019	-0.187	96	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	87.0	-1.49	6.08	Blackburn, Paul	666971	621112	hit_into_play	5	R	R	R	TOR	OAK	X	2	1	-0.19	2.54	1	4	Bot	3.55	1.63	87.3	1835	661759	54.21	31	4	Changeup	1	5	1	5	5	1	1	214	0.021	0.237	100	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.8	-1.56	6.12	Blackburn, Paul	656305	621112	foul	5	R	R	R	TOR	OAK	S	0	0	-0.18	2.28	1	4	Bot	3.37	1.53	87.2	1763	661759	54.18	32	1	Changeup	1	5	1	5	5	1	1	214	0.000	-0.048	101	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	92.0	-1.42	6.02	Blackburn, Paul	656305	621112	hit_into_play	4	R	R	R	TOR	OAK	X	1	1	-0.75	2.78	1	4	Bot	3.37	1.53	92.2	1887	661759	54.22	32	3	Sinker	1	5	1	5	5	1	1	206	0.034	0.499	103	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.3	-1.57	6.12	Blackburn, Paul	641470	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	-1.20	2.42	1	4	Bot	3.49	1.60	86.3	1778	661759	54.22	33	4	Changeup	1	5	1	5	5	1	1	208	0.000	-0.130	107	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	87.7	-1.50	6.11	Blackburn, Paul	641470	621112	foul	9	R	L	R	TOR	OAK	S	2	2	0.33	1.64	1	4	Bot	3.49	1.60	87.8	1975	661759	54.06	33	5	Changeup	1	5	1	5	5	1	1	213	0.000	0.000	108	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	87.7	-1.58	6.09	Blackburn, Paul	641470	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	-0.77	2.00	1	4	Bot	3.49	1.60	87.9	1900	661759	54.21	33	6	Changeup	1	5	1	5	5	2	2	210	0.080	0.994	109	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	79.3	-1.63	5.97	Blackburn, Paul	672386	621112	hit_into_play	6	R	R	R	TOR	OAK	X	0	1	0.77	2.30	1	4	Bot	3.26	1.48	78.7	2696	661759	54.35	34	2	Slider	2	5	2	5	5	2	2	38	-0.095	-0.534	111	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	81.3	-1.49	5.45	Thornton, Trent	640461	663423	hit_into_play	9	R	R	R	TOR	OAK	X	0	1	0.79	2.11	0	5	Top	3.47	1.59	81.1	2847	661759	54.39	35	2	Slider	2	5	5	2	5	2	5	59	-0.018	0.429	113	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	89.9	-0.72	5.71	Thornton, Trent	462101	663423	hit_into_play	7	R	R	R	TOR	OAK	X	1	1	-0.76	2.00	0	5	Top	3.37	1.53	89.8	2056	661759	54.36	36	3	Sinker	2	5	5	2	5	2	5	200	0.038	-0.494	116	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	80.8	-1.37	5.43	Thornton, Trent	476704	663423	hit_into_play	12	R	L	R	TOR	OAK	X	2	1	1.26	2.63	2	5	Top	3.37	1.53	80.3	2929	661759	54.49	37	4	Slider	2	5	5	2	5	2	5	64	0.005	-0.114	120	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	90.3	-1.49	6.01	Blackburn, Paul	669289	621112	foul	4	R	R	R	TOR	OAK	S	1	1	-0.63	2.66	0	5	Bot	3.30	1.50	90.4	2125	661759	54.30	38	3	Sinker	2	5	2	5	5	2	2	209	0.000	-0.054	123	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	79.0	-1.73	5.93	Blackburn, Paul	669289	621112	swinging_strike	6	R	R	R	TOR	OAK	S	2	2	0.57	2.20	0	5	Bot	3.30	1.50	78.4	2596	661759	54.25	38	5	Slider	2	5	2	5	5	2	2	39	-0.025	-0.195	125	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	85.9	-1.62	6.03	Blackburn, Paul	605548	621112	swinging_strike	8	R	L	R	TOR	OAK	S	1	0	-0.04	1.64	1	5	Bot	3.55	1.63	86.2	1925	661759	54.14	39	2	Changeup	2	5	2	5	5	2	2	218	0.000	-0.031	127	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	91.7	-1.80	5.88	Blackburn, Paul	605548	621112	swinging_strike	11	R	L	R	TOR	OAK	S	1	1	-1.27	2.84	1	5	Bot	3.55	1.63	92.0	2075	661759	54.12	39	3	Sinker	2	5	2	5	5	2	2	207	0.000	-0.036	128	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	91.2	-1.66	5.91	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	3	1	0.41	1.88	2	5	Bot	3.49	1.60	91.2	2068	661759	54.20	40	5	Sinker	2	5	2	5	5	2	2	215	-0.010	-0.153	135	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	79.4	-1.59	5.38	Thornton, Trent	669221	663423	hit_into_play	5	R	R	R	TOR	OAK	X	0	1	0.16	2.72	0	6	Top	3.49	1.60	78.6	2892	661759	54.71	41	2	Slider	2	5	5	2	5	2	5	67	0.010	-0.187	137	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	93.3	-0.72	5.82	Thornton, Trent	641914	663423	foul	3	R	R	R	TOR	OAK	S	0	1	0.45	3.12	1	6	Top	3.37	1.53	93.0	2328	661759	54.46	42	2	4-Seam Fastball	2	5	5	2	5	2	5	197	0.000	-0.031	139	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	93.7	-0.70	5.82	Thornton, Trent	641914	663423	foul	9	R	R	R	TOR	OAK	S	2	2	0.45	1.89	1	6	Top	3.37	1.53	93.6	2440	661759	54.16	42	5	4-Seam Fastball	2	5	5	2	5	2	5	203	0.000	0.000	142	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	93.6	-0.54	5.78	Thornton, Trent	641914	663423	swinging_strike	3	R	R	R	TOR	OAK	S	2	2	0.47	3.03	1	6	Top	3.37	1.53	93.2	2404	661759	54.32	42	6	4-Seam Fastball	2	5	5	2	5	2	5	198	0.008	-0.134	143	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	80.4	-1.49	5.24	Thornton, Trent	675656	663423	foul	14	R	R	R	TOR	OAK	S	0	1	0.96	1.67	2	6	Top	3.37	1.53	79.4	2867	661759	54.54	43	2	Slider	2	5	5	2	5	2	5	62	0.000	-0.023	145	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	80.4	-1.38	5.28	Thornton, Trent	675656	663423	swinging_strike	9	R	R	R	TOR	OAK	S	1	2	0.31	1.86	2	6	Top	3.37	1.53	80.2	2987	661759	54.40	43	4	Slider	2	5	5	2	5	2	5	63	0.005	-0.070	147	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	88.3	-2.10	5.80	Acevedo, Domingo	666182	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	-0.24	3.33	0	6	Bot	3.37	1.53	86.6	2232	661759	55.23	44	3	Slider	2	5	2	5	5	2	2	242	-0.026	-0.212	150	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.8	-1.87	5.91	Acevedo, Domingo	665489	642758	foul	13	R	R	R	TOR	OAK	S	1	0	-1.07	2.52	1	6	Bot	3.47	1.59	85.6	2003	661759	54.92	45	2	Changeup	2	5	2	5	5	2	2	247	0.000	-0.031	152	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	94.2	-1.68	5.57	Acevedo, Domingo	665489	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	0.25	3.21	1	6	Bot	3.47	1.59	92.8	2148	661759	54.87	45	3	4-Seam Fastball	2	5	2	5	5	2	2	235	-0.017	-0.148	153	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	92.6	-1.62	5.49	Acevedo, Domingo	666971	642758	hit_into_play	8	R	R	R	TOR	OAK	X	3	2	0.15	2.18	2	6	Bot	3.55	1.63	90.9	2085	661759	55.03	46	6	4-Seam Fastball	2	5	2	5	5	2	2	237	0.014	0.100	159	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	94.1	-1.89	5.48	Acevedo, Domingo	656305	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	0	-0.49	2.77	2	6	Bot	3.37	1.53	92.5	2186	661759	54.90	47	1	4-Seam Fastball	2	5	2	5	5	4	4	231	0.197	1.880	160	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	94.0	-1.73	5.62	Acevedo, Domingo	641470	642758	hit_into_play	5	R	L	R	TOR	OAK	X	0	0	-0.07	2.37	2	6	Bot	3.49	1.60	92.2	2279	661759	55.02	48	1	4-Seam Fastball	4	5	4	5	5	5	5	233	0.198	1.000	161	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	86.2	-2.32	5.64	Acevedo, Domingo	672386	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	1	-0.42	2.41	2	6	Bot	3.26	1.48	84.4	2125	661759	55.40	49	2	Slider	5	5	5	5	5	5	5	248	0.019	0.134	163	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	93.0	-1.87	5.49	Acevedo, Domingo	669289	642758	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	0.03	3.19	2	6	Bot	3.30	1.50	91.4	2149	661759	54.82	50	4	4-Seam Fastball	5	5	5	5	5	5	5	235	0.029	0.268	167	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	80.8	-1.65	6.22	Grimm, Justin	605548	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	0	0	0.55	0.49	2	6	Bot	3.55	1.63	81.2	2090	661759	53.56	51	1	Curveball	5	5	5	5	5	5	5	32	0.000	-0.061	168	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
CU	4/16/2022	81.0	-2.03	6.00	Grimm, Justin	605548	518748	foul	9	R	L	R	TOR	OAK	S	1	1	0.80	1.96	2	6	Bot	3.55	1.63	81.3	2453	661759	53.79	51	3	Curveball	5	5	5	5	5	5	5	45	0.000	-0.102	170	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	92.0	-1.47	6.26	Grimm, Justin	605548	518748	swinging_strike	12	R	L	R	TOR	OAK	S	1	2	0.09	4.09	2	6	Bot	3.55	1.63	92.4	2098	661759	53.78	51	4	4-Seam Fastball	5	5	5	5	5	5	5	205	-0.065	-0.319	171	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FC	4/16/2022	88.6	-2.42	6.25	Phelps, David	542194	475479	swinging_strike	12	R	R	R	TOR	OAK	S	0	1	1.11	3.21	0	7	Top	3.49	1.60	87.0	2347	661759	55.34	52	2	Cutter	5	5	5	5	5	5	5	198	0.000	-0.046	173	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
KC	4/16/2022	82.3	-2.43	6.20	Phelps, David	542194	475479	hit_into_play	9	R	R	R	TOR	OAK	X	2	2	0.55	2.05	0	7	Top	3.49	1.60	80.7	2624	661759	55.42	52	5	Knuckle Curve	5	5	5	5	5	5	5	33	0.039	-0.195	176	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	90.3	-2.51	6.15	Phelps, David	665506	475479	foul	4	R	R	R	TOR	OAK	S	0	2	-0.81	2.21	1	7	Top	3.47	1.59	88.9	2386	661759	55.29	53	3	Cutter	5	5	5	5	5	5	5	209	0.000	0.000	179	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	93.0	-2.35	6.26	Phelps, David	665506	475479	foul	2	R	R	R	TOR	OAK	S	0	2	0.24	3.57	1	7	Top	3.47	1.59	91.2	2381	661759	55.23	53	4	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.000	180	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	94.1	-2.22	6.20	Phelps, David	665506	475479	hit_into_play	12	R	R	R	TOR	OAK	X	1	2	0.42	4.39	1	7	Top	3.47	1.59	92.4	2292	661759	55.18	53	6	4-Seam Fastball	5	5	5	5	5	5	5	218	0.028	-0.112	182	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	93.7	-2.44	6.16	Phelps, David	664913	475479	foul	5	R	L	R	TOR	OAK	S	3	0	-0.07	2.50	2	7	Top	3.41	1.56	91.7	2270	661759	55.33	54	4	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.026	186	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	88.0	-2.42	6.19	Phelps, David	664913	475479	hit_into_play	11	R	L	R	TOR	OAK	X	3	1	-0.85	2.98	2	7	Top	3.41	1.56	86.1	2103	661759	55.24	54	5	Changeup	5	5	5	5	5	5	5	234	0.019	-0.153	187	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	81.5	-2.48	5.96	Grimm, Justin	606132	518748	foul	8	R	L	R	TOR	OAK	S	0	1	-0.08	1.61	0	7	Bot	3.49	1.60	81.6	2413	661759	53.87	55	2	Slider	5	5	5	5	5	5	5	50	0.000	-0.046	189	NA	NA	NA	NA	NA	NA	foul	pass	foul
CU	4/16/2022	83.6	-1.66	6.23	Grimm, Justin	606132	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	1	2	0.13	0.28	0	7	Bot	3.49	1.60	84.0	2208	661759	53.64	55	4	Curveball	5	5	5	5	5	5	5	28	-0.038	-0.158	191	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
SL	4/16/2022	82.8	-1.92	6.17	Grimm, Justin	666182	518748	hit_into_play	8	R	R	R	TOR	OAK	X	0	0	0.22	1.99	1	7	Bot	3.37	1.53	83.0	2555	661759	53.87	56	1	Slider	5	5	5	5	5	5	5	42	-0.028	-0.156	192	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	83.8	-1.92	6.13	Grimm, Justin	665489	518748	hit_into_play	12	R	R	R	TOR	OAK	X	1	1	1.08	2.59	2	7	Bot	3.47	1.59	83.9	2385	661759	53.88	57	3	Slider	5	5	5	5	5	5	5	45	-0.020	-0.093	195	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.6	-2.90	5.24	Garcia, Yimi	640461	554340	foul	7	R	R	R	TOR	OAK	S	0	0	-0.40	1.89	0	8	Top	3.47	1.59	91.1	2142	661759	54.85	58	1	Sinker	5	5	5	5	5	5	5	230	0.000	-0.034	196	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	92.9	-2.84	5.20	Garcia, Yimi	640461	554340	hit_into_play	13	R	R	R	TOR	OAK	X	1	1	-1.21	2.30	0	8	Top	3.47	1.59	91.7	2129	661759	54.69	58	3	Sinker	5	5	5	5	5	5	5	229	0.046	-0.212	198	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	88.0	-3.00	5.12	Garcia, Yimi	462101	554340	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	0.66	2.69	1	8	Top	3.37	1.53	86.8	2375	661759	54.89	59	1	Slider	5	5	5	5	5	5	5	203	0.000	-0.024	199	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	88.8	-2.94	5.06	Garcia, Yimi	462101	554340	foul	8	R	R	R	TOR	OAK	S	2	1	0.24	1.87	1	8	Top	3.37	1.53	87.7	2334	661759	54.79	59	4	Slider	5	5	5	5	5	5	5	192	0.000	-0.046	202	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	87.8	-2.93	5.18	Garcia, Yimi	643393	554340	hit_into_play	9	R	L	R	TOR	OAK	X	1	0	0.46	1.54	2	8	Top	3.10	1.45	86.8	2345	661759	54.92	62	2	Slider	5	5	5	5	5	5	5	204	0.117	-0.569	216	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	95.0	-0.24	6.43	Jiménez, Dany	641470	666204	swinging_strike	12	R	L	R	TOR	OAK	S	1	1	0.24	3.96	2	8	Bot	3.49	1.60	94.4	2104	661759	54.53	65	3	4-Seam Fastball	5	5	5	5	5	5	5	200	0.000	-0.023	229	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	80.8	-0.28	6.54	Jiménez, Dany	641470	666204	swinging_strike	2	R	L	R	TOR	OAK	S	3	2	-0.21	3.36	2	8	Bot	3.49	1.60	80.3	2230	661759	54.80	65	6	Slider	5	5	5	5	5	5	5	100	-0.025	-0.116	232	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FF	4/16/2022	97.1	-1.96	5.90	Merryweather, Julian	641856	657240	foul	8	R	L	R	TOR	OAK	S	0	0	-0.12	1.92	0	9	Top	3.41	1.56	97.4	2292	661759	53.85	66	1	4-Seam Fastball	5	5	5	5	5	5	5	217	0.000	-0.034	233	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	96.6	-1.91	5.97	Merryweather, Julian	641856	657240	swinging_strike	4	R	L	R	TOR	OAK	S	0	1	-0.36	2.67	0	9	Top	3.41	1.56	97.1	2276	661759	53.85	66	2	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.046	234	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	80.9	-1.65	6.09	Merryweather, Julian	641856	657240	foul	13	R	L	R	TOR	OAK	S	0	2	-1.05	1.97	0	9	Top	3.41	1.56	81.3	1339	661759	53.93	66	3	Changeup	5	5	5	5	5	5	5	227	0.000	0.000	235	NA	NA	NA	NA	NA	NA	foul	pass	foul
CU	4/16/2022	80.9	-1.71	6.03	Merryweather, Julian	542194	657240	foul	4	R	R	R	TOR	OAK	S	0	1	-0.47	2.54	1	9	Top	3.49	1.60	80.8	2459	661759	54.00	67	2	Curveball	5	5	5	5	5	5	5	21	0.000	-0.031	239	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.4	-1.86	6.02	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	-0.75	2.95	1	9	Top	3.49	1.60	97.9	1973	661759	53.87	67	3	4-Seam Fastball	5	5	5	5	5	5	5	222	0.000	0.000	240	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	88.5	-1.68	5.99	Merryweather, Julian	542194	657240	foul	14	R	R	R	TOR	OAK	S	0	2	0.39	1.18	1	9	Top	3.49	1.60	89.3	2102	661759	53.98	67	4	Slider	5	5	5	5	5	5	5	197	0.000	0.000	241	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.6	-1.92	6.00	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	-0.59	3.25	1	9	Top	3.49	1.60	98.1	2322	661759	53.79	67	5	4-Seam Fastball	5	5	5	5	5	5	5	219	0.000	0.000	242	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.0	-1.77	5.99	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	1	2	-0.40	3.27	1	9	Top	3.49	1.60	97.3	2123	661759	53.95	67	7	4-Seam Fastball	5	5	5	5	5	5	5	212	0.000	0.000	244	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	88.5	-1.73	6.00	Merryweather, Julian	542194	657240	hit_into_play	9	R	R	R	TOR	OAK	X	1	2	0.29	2.13	1	9	Top	3.49	1.60	89.6	2137	661759	53.84	67	8	Slider	5	5	5	5	5	5	5	215	-0.060	0.306	245	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	97.3	-1.78	5.98	Merryweather, Julian	665506	657240	hit_into_play	8	R	R	R	TOR	OAK	X	1	0	0.10	2.01	1	9	Top	3.47	1.59	97.7	2256	661759	53.92	68	2	4-Seam Fastball	5	5	5	5	7	5	7	215	-0.420	1.677	247	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	81.0	-1.57	6.08	Merryweather, Julian	664913	657240	swinging_strike	4	R	L	R	TOR	OAK	S	2	2	-0.35	2.28	1	9	Top	3.41	1.56	81.5	1332	661759	53.86	69	5	Changeup	5	7	7	5	7	5	7	224	0.006	-0.134	252	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	88.3	-1.76	6.05	Merryweather, Julian	640461	657240	foul	5	R	R	R	TOR	OAK	S	0	1	0.00	2.36	2	9	Top	3.47	1.59	88.2	2122	661759	53.96	70	2	Slider	5	7	7	5	7	5	7	141	0.000	-0.023	254	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	95.7	-1.88	6.01	Merryweather, Julian	640461	657240	swinging_strike	11	R	R	R	TOR	OAK	S	0	2	-0.33	3.78	2	9	Top	3.47	1.59	96.2	2158	661759	53.91	70	3	4-Seam Fastball	5	7	7	5	7	5	7	216	0.003	-0.059	255	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	87.3	-1.54	6.20	Trivino, Lou	669289	642152	foul	11	R	R	R	TOR	OAK	S	0	1	-1.25	2.42	0	9	Bot	3.30	1.50	86.8	1854	661759	54.24	72	2	Changeup	5	7	5	7	7	5	5	260	0.000	-0.080	262	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	87.8	-1.42	6.16	Trivino, Lou	669289	642152	swinging_strike_blocked	14	R	R	R	TOR	OAK	S	2	2	0.55	0.56	0	9	Bot	3.30	1.50	87.6	1903	661759	53.93	72	5	Changeup	5	7	5	7	7	5	5	261	-0.074	-0.336	265	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
SI	4/16/2022	95.7	-1.27	6.23	Trivino, Lou	543807	642152	swinging_strike	2	R	R	R	TOR	OAK	S	1	0	-0.04	2.93	1	9	Bot	3.49	1.60	95.7	1995	661759	54.24	73	2	Sinker	5	7	5	7	7	5	5	218	0.000	-0.058	267	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	96.9	-1.28	6.22	Trivino, Lou	543807	642152	foul	1	R	R	R	TOR	OAK	S	3	1	-0.78	3.05	1	9	Bot	3.49	1.60	96.6	1944	661759	54.28	73	5	Sinker	5	7	5	7	7	5	5	219	0.000	-0.099	270	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.0	-1.28	6.20	Trivino, Lou	543807	642152	swinging_strike	12	R	R	R	TOR	OAK	S	3	2	0.90	3.45	1	9	Bot	3.49	1.60	96.9	2004	661759	54.15	73	6	4-Seam Fastball	5	7	5	7	7	5	5	218	-0.059	-0.355	271	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	89.4	-1.41	6.14	Trivino, Lou	606132	642152	swinging_strike_blocked	13	R	L	R	TOR	OAK	S	1	0	-0.28	0.45	2	9	Bot	3.49	1.60	88.9	1781	661759	54.28	74	2	Changeup	5	7	5	7	7	5	5	259	0.000	-0.053	273	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
SI	4/16/2022	96.8	-1.31	6.13	Trivino, Lou	606132	642152	swinging_strike	5	R	L	R	TOR	OAK	S	2	1	0.21	2.28	2	9	Bot	3.49	1.60	97.0	2017	661759	53.97	74	4	Sinker	5	7	5	7	7	5	5	211	0.000	-0.074	275	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FF	4/16/2022	96.1	-1.39	6.17	Trivino, Lou	606132	642152	foul	11	R	L	R	TOR	OAK	S	2	2	-1.31	3.46	2	9	Bot	3.49	1.60	96.2	2002	661759	54.13	74	5	4-Seam Fastball	5	7	5	7	7	5	5	231	0.000	0.000	276	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	87.4	-1.38	6.11	Trivino, Lou	606132	642152	swinging_strike	8	R	L	R	TOR	OAK	S	2	2	-0.09	2.12	2	9	Bot	3.49	1.60	87.4	1714	661759	53.92	74	6	Changeup	5	7	5	7	7	5	5	266	-0.046	-0.259	277	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike

Just the incorrect pitches with how umpire called it and the predicted outcome:

all_added %>% 
  filter(call == "fail") %>% 
  dplyr::select(id, description, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")

id	description	pred_outcome
1	ball	ball
3	ball	ball
12	called_strike	called_strike
20	ball	ball
42	called_strike	called_strike
51	called_strike	called_strike
54	called_strike	called_strike
58	called_strike	called_strike
75	called_strike	called_strike
84	called_strike	called_strike
95	called_strike	called_strike
112	called_strike	called_strike
131	called_strike	called_strike
136	called_strike	called_strike
144	called_strike	called_strike
149	called_strike	called_strike
177	called_strike	called_strike
193	called_strike	called_strike
197	ball	ball
204	ball	ball
215	ball	ball
217	ball	ball
219	called_strike	called_strike
222	called_strike	called_strike
226	called_strike	called_strike
227	ball	ball
237	called_strike	called_strike
250	ball	ball
261	called_strike	called_strike

Visualization of Model Predictions

All

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

Faceted

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1) +
  facet_wrap(~pred_outcome)

Splitting this game into train and test data:

model_outcome3 <- rpart(description ~ outs_when_up + inning + bat_score + fld_score + balls + #true + ump_call +
                          strikes + plate_x + plate_z, 
                       data = train)
predictions_outcome3 <- as.data.frame(predict(model_outcome3, newdata = test))

# get the column names of the largest values
predictions_outcome3$highest<- (colnames(predictions_outcome3)[max.col(predictions_outcome3)])

# add in to data frame
test$pred_outcome <- predictions_outcome3$highest

test %>% 
  dplyr::select(id, description, balls, strikes, outs_when_up, inning, bat_score, fld_score, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")

id	description	balls	strikes	outs_when_up	inning	bat_score	fld_score	pred_outcome
1	ball	0	0	0	1	0	0	ball
3	ball	2	0	0	1	0	0	called_strike
12	called_strike	1	2	2	1	0	0	ball
20	ball	0	0	1	1	1	0	called_strike
42	called_strike	0	0	0	2	1	3	ball
51	called_strike	2	0	1	2	1	3	called_strike
54	called_strike	0	0	1	2	1	3	called_strike
58	called_strike	0	0	2	2	1	3	ball
75	called_strike	0	0	0	3	1	5	called_strike
84	called_strike	1	1	2	3	1	5	ball
95	called_strike	0	0	0	4	1	5	ball
112	called_strike	0	0	0	5	5	2	called_strike
131	called_strike	0	0	2	5	2	5	ball
136	called_strike	0	0	0	6	5	2	ball
144	called_strike	0	0	2	6	5	2	ball
149	called_strike	1	0	0	6	2	5	ball
177	called_strike	0	0	1	7	5	5	ball
193	called_strike	0	0	2	7	5	5	ball
197	ball	0	1	0	8	5	5	foul
204	ball	3	2	1	8	5	5	ball
215	ball	0	0	2	8	5	5	called_strike
217	ball	0	0	0	8	5	5	ball
219	called_strike	1	1	0	8	5	5	ball
222	called_strike	3	2	0	8	5	5	ball
226	called_strike	1	2	1	8	5	5	ball
227	ball	0	0	2	8	5	5	ball
237	called_strike	1	2	0	9	5	5	ball
250	ball	1	1	1	9	7	5	foul
261	called_strike	0	0	0	9	5	7	ball

graph_3 <- test %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
ggplotly(graph_3)

This is not a perfect model - it is not possible for an umpire to call a pitch (not hit) a foul, and some of the strikes are outside of the strike zone but they are close (since this is a generalized strike zone, not specific to each pitch, it is possible that the true strike zone is slightly different)